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Unimodal and Log-Concave Sequences Matroids The characteristic polynomial and Rota’s Conjecture Overview of the proof of Rota’s Conjecture Whitney numbers of the second kind Hodge theory in combinatorics Matt Baker Georgia Institute of Technology AMS Current Events Bulletin January 6, 2017 Matt Baker Hodge theory in combinatorics

Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

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Page 1: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Hodge theory in combinatorics

Matt Baker

Georgia Institute of Technology

AMS Current Events BulletinJanuary 6, 2017

Matt Baker Hodge theory in combinatorics

Page 2: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Our goal in this talk is to exposit the recent work of Karim Adiprasito,June Huh, and Eric Katz on Hodge theory for matroids.

For further information, see [AHK], the January 2017 Notices of theAMS, or https://mattbaker.blog/

Matt Baker Hodge theory in combinatorics

Page 3: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Our goal in this talk is to exposit the recent work of Karim Adiprasito,June Huh, and Eric Katz on Hodge theory for matroids.

For further information, see [AHK], the January 2017 Notices of theAMS, or https://mattbaker.blog/

Matt Baker Hodge theory in combinatorics

Page 4: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Table of contents

1 Unimodal and Log-Concave Sequences

2 Matroids

3 The characteristic polynomial and Rota’s Conjecture

4 Overview of the proof of Rota’s Conjecture

5 Whitney numbers of the second kind

Matt Baker Hodge theory in combinatorics

Page 5: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Unimodal sequences

A sequence a0, . . . , ad of real numbers is called unimodal if there is anindex i such that

a0 ≤ · · · ≤ ai−1 ≤ ai ≥ ai+1 ≥ · · · ≥ ad .

There are numerous naturally-occurring unimodal sequences in algebra,combinatorics, and geometry.

Matt Baker Hodge theory in combinatorics

Page 6: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Unimodal sequences

A sequence a0, . . . , ad of real numbers is called unimodal if there is anindex i such that

a0 ≤ · · · ≤ ai−1 ≤ ai ≥ ai+1 ≥ · · · ≥ ad .

There are numerous naturally-occurring unimodal sequences in algebra,combinatorics, and geometry.

Matt Baker Hodge theory in combinatorics

Page 7: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Binomial coefficients are unimodal

Example

The sequence of binomial coefficients(nk

)for n fixed and k = 0, . . . , n

(the nth row of Pascal’s triangle) is unimodal.

Matt Baker Hodge theory in combinatorics

Page 8: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Binomial coefficients are log-concave

The sequence of binomial coefficients has a property even stronger thanunimodality: it is log-concave, meaning that a2i ≥ ai−1ai+1 for all i .

Exercise: A log-concave sequence of positive real numbers is unimodal.

Matt Baker Hodge theory in combinatorics

Page 9: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Binomial coefficients are log-concave

The sequence of binomial coefficients has a property even stronger thanunimodality: it is log-concave, meaning that a2i ≥ ai−1ai+1 for all i .

Exercise: A log-concave sequence of positive real numbers is unimodal.

Matt Baker Hodge theory in combinatorics

Page 10: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Stirling numbers of the first kind

Example

The Stirling numbers of the first kind, denoted s(n, k), are thecoefficients which appear when one writes falling factorials(x)n = x(x − 1) · · · (x − n + 1) as polynomials in x :

(x)n =n∑

k=0

s(n, k)xk .

The sequence s(n, k) alternates in sign.

Combinatorial interpretation: |s(n, k)| counts the number ofpermutations of n elements having exactly k disjoint cycles.

Matt Baker Hodge theory in combinatorics

Page 11: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Stirling numbers of the first kind

Example

The Stirling numbers of the first kind, denoted s(n, k), are thecoefficients which appear when one writes falling factorials(x)n = x(x − 1) · · · (x − n + 1) as polynomials in x :

(x)n =n∑

k=0

s(n, k)xk .

The sequence s(n, k) alternates in sign.

Combinatorial interpretation: |s(n, k)| counts the number ofpermutations of n elements having exactly k disjoint cycles.

Matt Baker Hodge theory in combinatorics

Page 12: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Stirling numbers of the first kind

Example

The Stirling numbers of the first kind, denoted s(n, k), are thecoefficients which appear when one writes falling factorials(x)n = x(x − 1) · · · (x − n + 1) as polynomials in x :

(x)n =n∑

k=0

s(n, k)xk .

The sequence s(n, k) alternates in sign.

Combinatorial interpretation: |s(n, k)| counts the number ofpermutations of n elements having exactly k disjoint cycles.

Matt Baker Hodge theory in combinatorics

Page 13: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Unimodality of signless Stirling numbers

The sequence of (absolute values of) Stirling numbers of the first kind isunimodal and log-concave:

Matt Baker Hodge theory in combinatorics

Page 14: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Stirling numbers of the second kind

Example

The Stirling numbers of the second kind, denoted S(n, k), invert theStirling numbers of the first kind in the sense that

n∑k=0

S(n, k)(x)k = xn.

Combinatorial interpretation: S(n, k) counts the number of ways topartition an n element set into k non-empty subsets.

For fixed n (with k varying from 0 to n), S(n, k) is also log-concave andhence unimodal.

Matt Baker Hodge theory in combinatorics

Page 15: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Stirling numbers of the second kind

Example

The Stirling numbers of the second kind, denoted S(n, k), invert theStirling numbers of the first kind in the sense that

n∑k=0

S(n, k)(x)k = xn.

Combinatorial interpretation: S(n, k) counts the number of ways topartition an n element set into k non-empty subsets.

For fixed n (with k varying from 0 to n), S(n, k) is also log-concave andhence unimodal.

Matt Baker Hodge theory in combinatorics

Page 16: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Stirling numbers of the second kind

Example

The Stirling numbers of the second kind, denoted S(n, k), invert theStirling numbers of the first kind in the sense that

n∑k=0

S(n, k)(x)k = xn.

Combinatorial interpretation: S(n, k) counts the number of ways topartition an n element set into k non-empty subsets.

For fixed n (with k varying from 0 to n), S(n, k) is also log-concave andhence unimodal.

Matt Baker Hodge theory in combinatorics

Page 17: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Reed’s conjecture

Let G be a connected finite graph. Define χG (t) to be the number ofproper colorings of G using t colors. This is a polynomial in t, called thechromatic polynomial of G .

It satisfies the deletion-contraction relation:

χG (t) = χG\e(t)− χG/e(t).

Ronald Reed conjectured in 1968 that for any graph G the (absolutevalues of the) coefficients of χG (t) form a unimodal sequence.

William Tutte: “In compensation for its failure to settle theFour Colour Conjecture, [the chromatic polynomial] offers usthe Unimodal Conjecture for our further bafflement.”

Matt Baker Hodge theory in combinatorics

Page 18: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Reed’s conjecture

Let G be a connected finite graph. Define χG (t) to be the number ofproper colorings of G using t colors. This is a polynomial in t, called thechromatic polynomial of G .

It satisfies the deletion-contraction relation:

χG (t) = χG\e(t)− χG/e(t).

Ronald Reed conjectured in 1968 that for any graph G the (absolutevalues of the) coefficients of χG (t) form a unimodal sequence.

William Tutte: “In compensation for its failure to settle theFour Colour Conjecture, [the chromatic polynomial] offers usthe Unimodal Conjecture for our further bafflement.”

Matt Baker Hodge theory in combinatorics

Page 19: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Reed’s conjecture

Let G be a connected finite graph. Define χG (t) to be the number ofproper colorings of G using t colors. This is a polynomial in t, called thechromatic polynomial of G .

It satisfies the deletion-contraction relation:

χG (t) = χG\e(t)− χG/e(t).

Ronald Reed conjectured in 1968 that for any graph G the (absolutevalues of the) coefficients of χG (t) form a unimodal sequence.

William Tutte: “In compensation for its failure to settle theFour Colour Conjecture, [the chromatic polynomial] offers usthe Unimodal Conjecture for our further bafflement.”

Matt Baker Hodge theory in combinatorics

Page 20: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Reed’s conjecture

Let G be a connected finite graph. Define χG (t) to be the number ofproper colorings of G using t colors. This is a polynomial in t, called thechromatic polynomial of G .

It satisfies the deletion-contraction relation:

χG (t) = χG\e(t)− χG/e(t).

Ronald Reed conjectured in 1968 that for any graph G the (absolutevalues of the) coefficients of χG (t) form a unimodal sequence.

William Tutte: “In compensation for its failure to settle theFour Colour Conjecture, [the chromatic polynomial] offers usthe Unimodal Conjecture for our further bafflement.”

Matt Baker Hodge theory in combinatorics

Page 21: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Examples of chromatic polynomials

Example

1. If G = T is a tree on n vertices, the chromatic polynomial of G is

χT (t) = t(t − 1)n−1 =n∑

k=1

(−1)n−k(n − 1

k − 1

)tk .

2. If G = Kn is the complete graph on n vertices, then

χKn(t) = t(t − 1) · · · (t − n + 1) =n∑

k=1

s(n, k)tk .

Matt Baker Hodge theory in combinatorics

Page 22: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Examples of chromatic polynomials

Example

1. If G = T is a tree on n vertices, the chromatic polynomial of G is

χT (t) = t(t − 1)n−1 =n∑

k=1

(−1)n−k(n − 1

k − 1

)tk .

2. If G = Kn is the complete graph on n vertices, then

χKn(t) = t(t − 1) · · · (t − n + 1) =n∑

k=1

s(n, k)tk .

Matt Baker Hodge theory in combinatorics

Page 23: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Welsh’s conjecture

Conjecture (Welsh)

Let k be a field, let V be a vector space over k , and let E be a finitesubset of V . Let fi be the number of linearly independent subsets of E ofsize i . Then fi is a log-concave sequence.

Matt Baker Hodge theory in combinatorics

Page 24: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Reed and Welsh conjectures are true

Reed’s conjecture was proved by June Huh in 2012.

Welsh’s conjecture was proved shortly thereafter by June Huh and EricKatz, using a “trick” due to Brylawski and Lenz.

Our goal for the rest of the talk will be to describe a theorem aboutmatroids which generalizes both Reed’s conjecture and Welsh’sconjecture.

The polynomial χG (t)/t is a special case of the characteristic polynomialof a matroid.

Matt Baker Hodge theory in combinatorics

Page 25: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Reed and Welsh conjectures are true

Reed’s conjecture was proved by June Huh in 2012.

Welsh’s conjecture was proved shortly thereafter by June Huh and EricKatz, using a “trick” due to Brylawski and Lenz.

Our goal for the rest of the talk will be to describe a theorem aboutmatroids which generalizes both Reed’s conjecture and Welsh’sconjecture.

The polynomial χG (t)/t is a special case of the characteristic polynomialof a matroid.

Matt Baker Hodge theory in combinatorics

Page 26: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Reed and Welsh conjectures are true

Reed’s conjecture was proved by June Huh in 2012.

Welsh’s conjecture was proved shortly thereafter by June Huh and EricKatz, using a “trick” due to Brylawski and Lenz.

Our goal for the rest of the talk will be to describe a theorem aboutmatroids which generalizes both Reed’s conjecture and Welsh’sconjecture.

The polynomial χG (t)/t is a special case of the characteristic polynomialof a matroid.

Matt Baker Hodge theory in combinatorics

Page 27: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Reed and Welsh conjectures are true

Reed’s conjecture was proved by June Huh in 2012.

Welsh’s conjecture was proved shortly thereafter by June Huh and EricKatz, using a “trick” due to Brylawski and Lenz.

Our goal for the rest of the talk will be to describe a theorem aboutmatroids which generalizes both Reed’s conjecture and Welsh’sconjecture.

The polynomial χG (t)/t is a special case of the characteristic polynomialof a matroid.

Matt Baker Hodge theory in combinatorics

Page 28: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Matroids

Matroids were introduced by Hassler Whitney as a combinatorialabstraction of the notion of linear independence of vectors. There aremany different (“cryptomorphic”) ways to present the axioms formatroids.

Giancarlo Rota: Like many other great ideas of this century,matroid theory was invented by one of the foremost Americanpioneers, Hassler Whitney. His paper. . . conspicuously revealsthe unique peculiarity of this field, namely, the exceptionallylarge variety of cryptomorphic definitions of a matroid, each oneembarrassingly unrelated to every other and each one harkingback to a different mathematical Weltanschaung. It is as if onewere to condense all trends of present day mathematics onto asingle structure, a feat that anyone would a priori deemimpossible, were it not for the fact that matroids do exist.

Matt Baker Hodge theory in combinatorics

Page 29: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Matroids

Matroids were introduced by Hassler Whitney as a combinatorialabstraction of the notion of linear independence of vectors. There aremany different (“cryptomorphic”) ways to present the axioms formatroids.

Giancarlo Rota: Like many other great ideas of this century,matroid theory was invented by one of the foremost Americanpioneers, Hassler Whitney. His paper. . . conspicuously revealsthe unique peculiarity of this field, namely, the exceptionallylarge variety of cryptomorphic definitions of a matroid, each oneembarrassingly unrelated to every other and each one harkingback to a different mathematical Weltanschaung. It is as if onewere to condense all trends of present day mathematics onto asingle structure, a feat that anyone would a priori deemimpossible, were it not for the fact that matroids do exist.

Matt Baker Hodge theory in combinatorics

Page 30: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Whitney and Rota

Matt Baker Hodge theory in combinatorics

Page 31: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Independence axioms

Definition

(Independence Axioms) A matroid M is a finite set E together with acollection I of subsets of E , called the independent sets of the matroid,such that:

(I1) The empty set is independent.

(I2) Every subset of an independent set is independent.

(I3) If I , J are independent sets with |I | < |J|, then there exists y ∈ J\Isuch that I ∪ {y} is independent.

A maximal independent set is called a basis, and any two bases have thesame cardinality, called the rank of M.

Matt Baker Hodge theory in combinatorics

Page 32: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Independence axioms

Definition

(Independence Axioms) A matroid M is a finite set E together with acollection I of subsets of E , called the independent sets of the matroid,such that:

(I1) The empty set is independent.

(I2) Every subset of an independent set is independent.

(I3) If I , J are independent sets with |I | < |J|, then there exists y ∈ J\Isuch that I ∪ {y} is independent.

A maximal independent set is called a basis, and any two bases have thesame cardinality, called the rank of M.

Matt Baker Hodge theory in combinatorics

Page 33: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Independence axioms

Definition

(Independence Axioms) A matroid M is a finite set E together with acollection I of subsets of E , called the independent sets of the matroid,such that:

(I1) The empty set is independent.

(I2) Every subset of an independent set is independent.

(I3) If I , J are independent sets with |I | < |J|, then there exists y ∈ J\Isuch that I ∪ {y} is independent.

A maximal independent set is called a basis, and any two bases have thesame cardinality, called the rank of M.

Matt Baker Hodge theory in combinatorics

Page 34: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Independence axioms

Definition

(Independence Axioms) A matroid M is a finite set E together with acollection I of subsets of E , called the independent sets of the matroid,such that:

(I1) The empty set is independent.

(I2) Every subset of an independent set is independent.

(I3) If I , J are independent sets with |I | < |J|, then there exists y ∈ J\Isuch that I ∪ {y} is independent.

A maximal independent set is called a basis, and any two bases have thesame cardinality, called the rank of M.

Matt Baker Hodge theory in combinatorics

Page 35: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Independence axioms

Definition

(Independence Axioms) A matroid M is a finite set E together with acollection I of subsets of E , called the independent sets of the matroid,such that:

(I1) The empty set is independent.

(I2) Every subset of an independent set is independent.

(I3) If I , J are independent sets with |I | < |J|, then there exists y ∈ J\Isuch that I ∪ {y} is independent.

A maximal independent set is called a basis, and any two bases have thesame cardinality, called the rank of M.

Matt Baker Hodge theory in combinatorics

Page 36: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Representable matroids

Let V be a vector space over a field k , and let E be a finite subset of V .Define I to be the collection of linearly independent subsets of E .

Then I satisfies (I1)-(I3) and therefore defines a matroid.

Matroids of this form are called representable over k .

By a recent theorem of Peter Nelson, asymptotically 100% of allmatroids are not representable over any field.

Matt Baker Hodge theory in combinatorics

Page 37: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Representable matroids

Let V be a vector space over a field k , and let E be a finite subset of V .Define I to be the collection of linearly independent subsets of E .

Then I satisfies (I1)-(I3) and therefore defines a matroid.

Matroids of this form are called representable over k .

By a recent theorem of Peter Nelson, asymptotically 100% of allmatroids are not representable over any field.

Matt Baker Hodge theory in combinatorics

Page 38: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Representable matroids

Let V be a vector space over a field k , and let E be a finite subset of V .Define I to be the collection of linearly independent subsets of E .

Then I satisfies (I1)-(I3) and therefore defines a matroid.

Matroids of this form are called representable over k .

By a recent theorem of Peter Nelson, asymptotically 100% of allmatroids are not representable over any field.

Matt Baker Hodge theory in combinatorics

Page 39: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Representable matroids

Let V be a vector space over a field k , and let E be a finite subset of V .Define I to be the collection of linearly independent subsets of E .

Then I satisfies (I1)-(I3) and therefore defines a matroid.

Matroids of this form are called representable over k .

By a recent theorem of Peter Nelson, asymptotically 100% of allmatroids are not representable over any field.

Matt Baker Hodge theory in combinatorics

Page 40: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Graphic matroids

Let G be a connected finite graph, let E be the set of edges of G , and letI be the collection of all subsets of E which do not contain a cycle.

Then I satisfies (I1)-(I3) and hence defines a matroid M(G ), which isrepresentable over every field.

By a theorem of Whitney, if G is 3-connected then M(G ) determines thegraph up to isomorphism.

Matt Baker Hodge theory in combinatorics

Page 41: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Graphic matroids

Let G be a connected finite graph, let E be the set of edges of G , and letI be the collection of all subsets of E which do not contain a cycle.

Then I satisfies (I1)-(I3) and hence defines a matroid M(G ), which isrepresentable over every field.

By a theorem of Whitney, if G is 3-connected then M(G ) determines thegraph up to isomorphism.

Matt Baker Hodge theory in combinatorics

Page 42: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Graphic matroids

Let G be a connected finite graph, let E be the set of edges of G , and letI be the collection of all subsets of E which do not contain a cycle.

Then I satisfies (I1)-(I3) and hence defines a matroid M(G ), which isrepresentable over every field.

By a theorem of Whitney, if G is 3-connected then M(G ) determines thegraph up to isomorphism.

Matt Baker Hodge theory in combinatorics

Page 43: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Spans

We defined matroids in terms of independent sets, which abstract thenotion of linear independence. We now abstract the notion of span.

Definition

(Closure Axioms) A matroid M is a finite set E together with a functioncl : 2E → 2E such that for all X ,Y ⊆ E and x , y ∈ E :

(S1) X ⊆ cl(X ).

(S2) If Y ⊆ X then cl(Y ) ⊆ cl(X ).

(S3) cl(cl(X )) = cl(X ).

(S4) If q ∈ cl(X ∪ {p}) but q 6∈ cl(X ), then p ∈ cl(X ∪ {q}).

The exchange axiom (S4) captures an intuitive feature of “geometries”.For example, if L is a line in Pr+1

k and p, q ∈ Pr+1k \L, then q lies in the

span of L ∪ {p} ⇐⇒ p lies in the span of L ∪ {q} ⇐⇒ p, q, L arecoplanar.

Matt Baker Hodge theory in combinatorics

Page 44: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Spans

We defined matroids in terms of independent sets, which abstract thenotion of linear independence. We now abstract the notion of span.

Definition

(Closure Axioms) A matroid M is a finite set E together with a functioncl : 2E → 2E such that for all X ,Y ⊆ E and x , y ∈ E :

(S1) X ⊆ cl(X ).

(S2) If Y ⊆ X then cl(Y ) ⊆ cl(X ).

(S3) cl(cl(X )) = cl(X ).

(S4) If q ∈ cl(X ∪ {p}) but q 6∈ cl(X ), then p ∈ cl(X ∪ {q}).

The exchange axiom (S4) captures an intuitive feature of “geometries”.For example, if L is a line in Pr+1

k and p, q ∈ Pr+1k \L, then q lies in the

span of L ∪ {p} ⇐⇒ p lies in the span of L ∪ {q} ⇐⇒ p, q, L arecoplanar.

Matt Baker Hodge theory in combinatorics

Page 45: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Spans

We defined matroids in terms of independent sets, which abstract thenotion of linear independence. We now abstract the notion of span.

Definition

(Closure Axioms) A matroid M is a finite set E together with a functioncl : 2E → 2E such that for all X ,Y ⊆ E and x , y ∈ E :

(S1) X ⊆ cl(X ).

(S2) If Y ⊆ X then cl(Y ) ⊆ cl(X ).

(S3) cl(cl(X )) = cl(X ).

(S4) If q ∈ cl(X ∪ {p}) but q 6∈ cl(X ), then p ∈ cl(X ∪ {q}).

The exchange axiom (S4) captures an intuitive feature of “geometries”.For example, if L is a line in Pr+1

k and p, q ∈ Pr+1k \L, then q lies in the

span of L ∪ {p} ⇐⇒ p lies in the span of L ∪ {q} ⇐⇒ p, q, L arecoplanar.

Matt Baker Hodge theory in combinatorics

Page 46: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Spans

We defined matroids in terms of independent sets, which abstract thenotion of linear independence. We now abstract the notion of span.

Definition

(Closure Axioms) A matroid M is a finite set E together with a functioncl : 2E → 2E such that for all X ,Y ⊆ E and x , y ∈ E :

(S1) X ⊆ cl(X ).

(S2) If Y ⊆ X then cl(Y ) ⊆ cl(X ).

(S3) cl(cl(X )) = cl(X ).

(S4) If q ∈ cl(X ∪ {p}) but q 6∈ cl(X ), then p ∈ cl(X ∪ {q}).

The exchange axiom (S4) captures an intuitive feature of “geometries”.For example, if L is a line in Pr+1

k and p, q ∈ Pr+1k \L, then q lies in the

span of L ∪ {p} ⇐⇒ p lies in the span of L ∪ {q} ⇐⇒ p, q, L arecoplanar.

Matt Baker Hodge theory in combinatorics

Page 47: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Spans

We defined matroids in terms of independent sets, which abstract thenotion of linear independence. We now abstract the notion of span.

Definition

(Closure Axioms) A matroid M is a finite set E together with a functioncl : 2E → 2E such that for all X ,Y ⊆ E and x , y ∈ E :

(S1) X ⊆ cl(X ).

(S2) If Y ⊆ X then cl(Y ) ⊆ cl(X ).

(S3) cl(cl(X )) = cl(X ).

(S4) If q ∈ cl(X ∪ {p}) but q 6∈ cl(X ), then p ∈ cl(X ∪ {q}).

The exchange axiom (S4) captures an intuitive feature of “geometries”.For example, if L is a line in Pr+1

k and p, q ∈ Pr+1k \L, then q lies in the

span of L ∪ {p} ⇐⇒ p lies in the span of L ∪ {q} ⇐⇒ p, q, L arecoplanar.

Matt Baker Hodge theory in combinatorics

Page 48: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Spans

We defined matroids in terms of independent sets, which abstract thenotion of linear independence. We now abstract the notion of span.

Definition

(Closure Axioms) A matroid M is a finite set E together with a functioncl : 2E → 2E such that for all X ,Y ⊆ E and x , y ∈ E :

(S1) X ⊆ cl(X ).

(S2) If Y ⊆ X then cl(Y ) ⊆ cl(X ).

(S3) cl(cl(X )) = cl(X ).

(S4) If q ∈ cl(X ∪ {p}) but q 6∈ cl(X ), then p ∈ cl(X ∪ {q}).

The exchange axiom (S4) captures an intuitive feature of “geometries”.For example, if L is a line in Pr+1

k and p, q ∈ Pr+1k \L, then q lies in the

span of L ∪ {p} ⇐⇒ p lies in the span of L ∪ {q} ⇐⇒ p, q, L arecoplanar.

Matt Baker Hodge theory in combinatorics

Page 49: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Spans

We defined matroids in terms of independent sets, which abstract thenotion of linear independence. We now abstract the notion of span.

Definition

(Closure Axioms) A matroid M is a finite set E together with a functioncl : 2E → 2E such that for all X ,Y ⊆ E and x , y ∈ E :

(S1) X ⊆ cl(X ).

(S2) If Y ⊆ X then cl(Y ) ⊆ cl(X ).

(S3) cl(cl(X )) = cl(X ).

(S4) If q ∈ cl(X ∪ {p}) but q 6∈ cl(X ), then p ∈ cl(X ∪ {q}).

The exchange axiom (S4) captures an intuitive feature of “geometries”.For example, if L is a line in Pr+1

k and p, q ∈ Pr+1k \L, then q lies in the

span of L ∪ {p} ⇐⇒ p lies in the span of L ∪ {q} ⇐⇒ p, q, L arecoplanar.

Matt Baker Hodge theory in combinatorics

Page 50: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Spans

We defined matroids in terms of independent sets, which abstract thenotion of linear independence. We now abstract the notion of span.

Definition

(Closure Axioms) A matroid M is a finite set E together with a functioncl : 2E → 2E such that for all X ,Y ⊆ E and x , y ∈ E :

(S1) X ⊆ cl(X ).

(S2) If Y ⊆ X then cl(Y ) ⊆ cl(X ).

(S3) cl(cl(X )) = cl(X ).

(S4) If q ∈ cl(X ∪ {p}) but q 6∈ cl(X ), then p ∈ cl(X ∪ {q}).

The exchange axiom (S4) captures an intuitive feature of “geometries”.For example, if L is a line in Pr+1

k and p, q ∈ Pr+1k \L, then q lies in the

span of L ∪ {p} ⇐⇒ p lies in the span of L ∪ {q} ⇐⇒ p, q, L arecoplanar.

Matt Baker Hodge theory in combinatorics

Page 51: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Flats

A subset X of E is called a flat if X = cl(X ). The closure of X is theintersection of all flats containing X .

Example

(Representable matroids) Let V be a vector space and let E be a finitesubset of V . A subset F of E is a flat of the corresponding matroid ifand only if there is no vector in E\F contained in the linear span of F .

The closure operator can be defined in terms of independence bydeclaring that cl(X ) equals X together with all x ∈ E such that X ∪ {x}is not independent.

Matt Baker Hodge theory in combinatorics

Page 52: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Flats

A subset X of E is called a flat if X = cl(X ). The closure of X is theintersection of all flats containing X .

Example

(Representable matroids) Let V be a vector space and let E be a finitesubset of V . A subset F of E is a flat of the corresponding matroid ifand only if there is no vector in E\F contained in the linear span of F .

The closure operator can be defined in terms of independence bydeclaring that cl(X ) equals X together with all x ∈ E such that X ∪ {x}is not independent.

Matt Baker Hodge theory in combinatorics

Page 53: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Flats

A subset X of E is called a flat if X = cl(X ). The closure of X is theintersection of all flats containing X .

Example

(Representable matroids) Let V be a vector space and let E be a finitesubset of V . A subset F of E is a flat of the corresponding matroid ifand only if there is no vector in E\F contained in the linear span of F .

The closure operator can be defined in terms of independence bydeclaring that cl(X ) equals X together with all x ∈ E such that X ∪ {x}is not independent.

Matt Baker Hodge theory in combinatorics

Page 54: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Vamos matroid

Let E be the 8 vertices of the cuboid below. Define the flats to be ∅, E ,and the vertices, edges, and faces shown in the picture.

This determines a matroid called the Vamos matroid which is notrepresentable over any field.

Matt Baker Hodge theory in combinatorics

Page 55: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Vamos matroid

Let E be the 8 vertices of the cuboid below. Define the flats to be ∅, E ,and the vertices, edges, and faces shown in the picture.

This determines a matroid called the Vamos matroid which is notrepresentable over any field.

Matt Baker Hodge theory in combinatorics

Page 56: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Simple matroids

A matroid M is called simple if every dependent set has size at least 3.Equivalently, M is simple if and only if the empty set and all singletonsare closed.

A simple matroid is also called a combinatorial geometry.

Every matroid has a canonical simplification.

Matt Baker Hodge theory in combinatorics

Page 57: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Simple matroids

A matroid M is called simple if every dependent set has size at least 3.Equivalently, M is simple if and only if the empty set and all singletonsare closed.

A simple matroid is also called a combinatorial geometry.

Every matroid has a canonical simplification.

Matt Baker Hodge theory in combinatorics

Page 58: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Simple matroids

A matroid M is called simple if every dependent set has size at least 3.Equivalently, M is simple if and only if the empty set and all singletonsare closed.

A simple matroid is also called a combinatorial geometry.

Every matroid has a canonical simplification.

Matt Baker Hodge theory in combinatorics

Page 59: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The lattice of flats

The set L(M) of flats of a matroid M together with the inclusion relationforms a lattice, i.e., a partially ordered set in which every two elementsx , y have both a meet x ∧ y and a join x ∨ y .

Indeed, if X and Y are flats then we can define X ∧ Y as the intersectionof X and Y and X ∨ Y as the closure of the union of X and Y .

If F is an element of a lattice L, we define the rank r(F ) to be themaximal length ` of a chain F0 ⊂ F1 ⊂ · · · ⊂ F` = F in L.

If L = L(M) for a matroid M, r(M) coincides with the rank of M.

Matt Baker Hodge theory in combinatorics

Page 60: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The lattice of flats

The set L(M) of flats of a matroid M together with the inclusion relationforms a lattice, i.e., a partially ordered set in which every two elementsx , y have both a meet x ∧ y and a join x ∨ y .

Indeed, if X and Y are flats then we can define X ∧ Y as the intersectionof X and Y and X ∨ Y as the closure of the union of X and Y .

If F is an element of a lattice L, we define the rank r(F ) to be themaximal length ` of a chain F0 ⊂ F1 ⊂ · · · ⊂ F` = F in L.

If L = L(M) for a matroid M, r(M) coincides with the rank of M.

Matt Baker Hodge theory in combinatorics

Page 61: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The lattice of flats

The set L(M) of flats of a matroid M together with the inclusion relationforms a lattice, i.e., a partially ordered set in which every two elementsx , y have both a meet x ∧ y and a join x ∨ y .

Indeed, if X and Y are flats then we can define X ∧ Y as the intersectionof X and Y and X ∨ Y as the closure of the union of X and Y .

If F is an element of a lattice L, we define the rank r(F ) to be themaximal length ` of a chain F0 ⊂ F1 ⊂ · · · ⊂ F` = F in L.

If L = L(M) for a matroid M, r(M) coincides with the rank of M.

Matt Baker Hodge theory in combinatorics

Page 62: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The lattice of flats

The set L(M) of flats of a matroid M together with the inclusion relationforms a lattice, i.e., a partially ordered set in which every two elementsx , y have both a meet x ∧ y and a join x ∨ y .

Indeed, if X and Y are flats then we can define X ∧ Y as the intersectionof X and Y and X ∨ Y as the closure of the union of X and Y .

If F is an element of a lattice L, we define the rank r(F ) to be themaximal length ` of a chain F0 ⊂ F1 ⊂ · · · ⊂ F` = F in L.

If L = L(M) for a matroid M, r(M) coincides with the rank of M.

Matt Baker Hodge theory in combinatorics

Page 63: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Geometric lattices

If M is simple, then the lattice L(M) determines M up to isomorphism.

Lattices of the form L(M) for some simple matroid M are calledgeometric lattices.

Matt Baker Hodge theory in combinatorics

Page 64: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Geometric lattices

If M is simple, then the lattice L(M) determines M up to isomorphism.

Lattices of the form L(M) for some simple matroid M are calledgeometric lattices.

Matt Baker Hodge theory in combinatorics

Page 65: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Mobius function of a poset

There is a far-reaching extension of the Inclusion-Exclusion Principlewhich holds in an arbitrary poset P.

There is a unique function µP : P × P → Z, called the Mobius functionof P, satisfying:

µP(x , y) = 0 if x and y are incomparable.

µP(x , x) = 1.

If x < y then µP(x , y) = −∑

x≤z<y µP(x , z).

The Mobius Inversion Formula states that if f : P → Z is any functionand g(y) =

∑x≤y f (x), then

f (y) =∑x≤y

µP(x , y)g(x).

Matt Baker Hodge theory in combinatorics

Page 66: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Mobius function of a poset

There is a far-reaching extension of the Inclusion-Exclusion Principlewhich holds in an arbitrary poset P.

There is a unique function µP : P × P → Z, called the Mobius functionof P, satisfying:

µP(x , y) = 0 if x and y are incomparable.

µP(x , x) = 1.

If x < y then µP(x , y) = −∑

x≤z<y µP(x , z).

The Mobius Inversion Formula states that if f : P → Z is any functionand g(y) =

∑x≤y f (x), then

f (y) =∑x≤y

µP(x , y)g(x).

Matt Baker Hodge theory in combinatorics

Page 67: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Mobius function of a poset

There is a far-reaching extension of the Inclusion-Exclusion Principlewhich holds in an arbitrary poset P.

There is a unique function µP : P × P → Z, called the Mobius functionof P, satisfying:

µP(x , y) = 0 if x and y are incomparable.

µP(x , x) = 1.

If x < y then µP(x , y) = −∑

x≤z<y µP(x , z).

The Mobius Inversion Formula states that if f : P → Z is any functionand g(y) =

∑x≤y f (x), then

f (y) =∑x≤y

µP(x , y)g(x).

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Mobius function of a poset

There is a far-reaching extension of the Inclusion-Exclusion Principlewhich holds in an arbitrary poset P.

There is a unique function µP : P × P → Z, called the Mobius functionof P, satisfying:

µP(x , y) = 0 if x and y are incomparable.

µP(x , x) = 1.

If x < y then µP(x , y) = −∑

x≤z<y µP(x , z).

The Mobius Inversion Formula states that if f : P → Z is any functionand g(y) =

∑x≤y f (x), then

f (y) =∑x≤y

µP(x , y)g(x).

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Mobius function of a poset

There is a far-reaching extension of the Inclusion-Exclusion Principlewhich holds in an arbitrary poset P.

There is a unique function µP : P × P → Z, called the Mobius functionof P, satisfying:

µP(x , y) = 0 if x and y are incomparable.

µP(x , x) = 1.

If x < y then µP(x , y) = −∑

x≤z<y µP(x , z).

The Mobius Inversion Formula states that if f : P → Z is any functionand g(y) =

∑x≤y f (x), then

f (y) =∑x≤y

µP(x , y)g(x).

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Mobius function of a poset

There is a far-reaching extension of the Inclusion-Exclusion Principlewhich holds in an arbitrary poset P.

There is a unique function µP : P × P → Z, called the Mobius functionof P, satisfying:

µP(x , y) = 0 if x and y are incomparable.

µP(x , x) = 1.

If x < y then µP(x , y) = −∑

x≤z<y µP(x , z).

The Mobius Inversion Formula states that if f : P → Z is any functionand g(y) =

∑x≤y f (x), then

f (y) =∑x≤y

µP(x , y)g(x).

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Mobius function of a geometric lattice

If L is a geometric lattice, the Mobius function of L is non-zero andalternates in sign:

Theorem (Rota)

If x ≤ y in L then

sign(µL(x , y)) = (−1)rL(y)−rL(x).

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Mobius function of a geometric lattice

If L is a geometric lattice, the Mobius function of L is non-zero andalternates in sign:

Theorem (Rota)

If x ≤ y in L then

sign(µL(x , y)) = (−1)rL(y)−rL(x).

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The characteristic polynomial

The deletion-contraction formula for χG (t) suggests an extension toarbitrary matroids. This can be made to work, but it is more convenientto proceed as follows.

Definition

Let M be a simple matroid with lattice of flats L. The characteristicpolynomial of M is

χM(t) =∑F∈L

µL(∅,F )tr(M)−r(F ).

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The characteristic polynomial

The deletion-contraction formula for χG (t) suggests an extension toarbitrary matroids. This can be made to work, but it is more convenientto proceed as follows.

Definition

Let M be a simple matroid with lattice of flats L. The characteristicpolynomial of M is

χM(t) =∑F∈L

µL(∅,F )tr(M)−r(F ).

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Rota’s conjecture

The characteristic polynomial of M is monic of degree r = r(M), so wecan write

χM(t) = tr + w1(M)tr−1 + · · ·+ wr (M).

By Rota’s theorem, the coefficients of χM(t) are nonzero and alternate insign.

The numbers wk(M) are called the Whitney numbers of the first kind forM.

Theorem (Rota’s Conjecture, Adiprasito–Huh–Katz 2015)

For any simple matroid M, the sequence |wk(M)| is log-concave andhence unimodal.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Rota’s conjecture

The characteristic polynomial of M is monic of degree r = r(M), so wecan write

χM(t) = tr + w1(M)tr−1 + · · ·+ wr (M).

By Rota’s theorem, the coefficients of χM(t) are nonzero and alternate insign.

The numbers wk(M) are called the Whitney numbers of the first kind forM.

Theorem (Rota’s Conjecture, Adiprasito–Huh–Katz 2015)

For any simple matroid M, the sequence |wk(M)| is log-concave andhence unimodal.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Rota’s conjecture

The characteristic polynomial of M is monic of degree r = r(M), so wecan write

χM(t) = tr + w1(M)tr−1 + · · ·+ wr (M).

By Rota’s theorem, the coefficients of χM(t) are nonzero and alternate insign.

The numbers wk(M) are called the Whitney numbers of the first kind forM.

Theorem (Rota’s Conjecture, Adiprasito–Huh–Katz 2015)

For any simple matroid M, the sequence |wk(M)| is log-concave andhence unimodal.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Rota’s conjecture

The characteristic polynomial of M is monic of degree r = r(M), so wecan write

χM(t) = tr + w1(M)tr−1 + · · ·+ wr (M).

By Rota’s theorem, the coefficients of χM(t) are nonzero and alternate insign.

The numbers wk(M) are called the Whitney numbers of the first kind forM.

Theorem (Rota’s Conjecture, Adiprasito–Huh–Katz 2015)

For any simple matroid M, the sequence |wk(M)| is log-concave andhence unimodal.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Preliminary reductions

What Adiprasito, Huh, and Katz actually study is the so-called reducedcharacteristic polynomial χM(t) = χM(t)/(t − 1), which is a “projectiveanalogue” of χM(t). Its degree is d := r − 1.

Log-concavity of the (absolute values of the) coefficients of χM(t)implies log-concavity for χM(t).

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Preliminary reductions

What Adiprasito, Huh, and Katz actually study is the so-called reducedcharacteristic polynomial χM(t) = χM(t)/(t − 1), which is a “projectiveanalogue” of χM(t). Its degree is d := r − 1.

Log-concavity of the (absolute values of the) coefficients of χM(t)implies log-concavity for χM(t).

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Chow ring of a matroid

Let F be the poset of non-empty proper flats of M.

The Chow ring A∗(M) is the quotient of the polynomial ring Z[xF ]F∈Fby the following two kinds of relations:

(CH1) For every a, b ∈ E ,∑F3a

xF =∑F3b

xF .

(CH2) xF xF ′ = 0 whenever F and F ′ are incomparable.

This can be given the structure of a graded ring in which the generatorsxF have degree one. There is a natural isomorphism deg : Ad(M)→ Z.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Chow ring of a matroid

Let F be the poset of non-empty proper flats of M.

The Chow ring A∗(M) is the quotient of the polynomial ring Z[xF ]F∈Fby the following two kinds of relations:

(CH1) For every a, b ∈ E ,∑F3a

xF =∑F3b

xF .

(CH2) xF xF ′ = 0 whenever F and F ′ are incomparable.

This can be given the structure of a graded ring in which the generatorsxF have degree one. There is a natural isomorphism deg : Ad(M)→ Z.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Chow ring of a matroid

Let F be the poset of non-empty proper flats of M.

The Chow ring A∗(M) is the quotient of the polynomial ring Z[xF ]F∈Fby the following two kinds of relations:

(CH1) For every a, b ∈ E ,∑F3a

xF =∑F3b

xF .

(CH2) xF xF ′ = 0 whenever F and F ′ are incomparable.

This can be given the structure of a graded ring in which the generatorsxF have degree one. There is a natural isomorphism deg : Ad(M)→ Z.

Matt Baker Hodge theory in combinatorics

Page 84: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Chow ring of a matroid

Let F be the poset of non-empty proper flats of M.

The Chow ring A∗(M) is the quotient of the polynomial ring Z[xF ]F∈Fby the following two kinds of relations:

(CH1) For every a, b ∈ E ,∑F3a

xF =∑F3b

xF .

(CH2) xF xF ′ = 0 whenever F and F ′ are incomparable.

This can be given the structure of a graded ring in which the generatorsxF have degree one. There is a natural isomorphism deg : Ad(M)→ Z.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Chow ring of a matroid

Let F be the poset of non-empty proper flats of M.

The Chow ring A∗(M) is the quotient of the polynomial ring Z[xF ]F∈Fby the following two kinds of relations:

(CH1) For every a, b ∈ E ,∑F3a

xF =∑F3b

xF .

(CH2) xF xF ′ = 0 whenever F and F ′ are incomparable.

This can be given the structure of a graded ring in which the generatorsxF have degree one. There is a natural isomorphism deg : Ad(M)→ Z.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Connection to algebraic geometry

The definition of the Chow ring A∗(M) is motivated by work of Feichtnerand Yuzvinsky, who noted that when M is realizable over C, the ringA∗(M) coincides with the usual Chow ring of a smooth projective varietyYM associated to M.

For experts: YM is the“wonderful compactification” of the complementof the hyperplane arrangement associated to M.

In this case, one can use the so-called Hodge-Riemann relations fromalgebraic geometry, applied to the smooth d-dimensional projectivealgebraic variety YM , to prove the Rota conjecture for M. This is thebasic idea in the earlier paper of Huh–Katz.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Connection to algebraic geometry

The definition of the Chow ring A∗(M) is motivated by work of Feichtnerand Yuzvinsky, who noted that when M is realizable over C, the ringA∗(M) coincides with the usual Chow ring of a smooth projective varietyYM associated to M.

For experts: YM is the“wonderful compactification” of the complementof the hyperplane arrangement associated to M.

In this case, one can use the so-called Hodge-Riemann relations fromalgebraic geometry, applied to the smooth d-dimensional projectivealgebraic variety YM , to prove the Rota conjecture for M. This is thebasic idea in the earlier paper of Huh–Katz.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Connection to algebraic geometry

The definition of the Chow ring A∗(M) is motivated by work of Feichtnerand Yuzvinsky, who noted that when M is realizable over C, the ringA∗(M) coincides with the usual Chow ring of a smooth projective varietyYM associated to M.

For experts: YM is the“wonderful compactification” of the complementof the hyperplane arrangement associated to M.

In this case, one can use the so-called Hodge-Riemann relations fromalgebraic geometry, applied to the smooth d-dimensional projectivealgebraic variety YM , to prove the Rota conjecture for M. This is thebasic idea in the earlier paper of Huh–Katz.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

A difficult chasm

From the introduction to [AHK]:

While the Chow ring of M could be defined for arbitrary M, itwas unclear how to formulate and prove the Hodge–Riemannrelations. . . We are nearing a difficult chasm, as there is noreason to expect a working Hodge theory beyond the case ofrealizable matroids. Nevertheless, there was some evidence forthe existence of such a theory for arbitrary matroids.

What the authors manage to do in [AHK] is formulate and prove — in apurely combinatorial way — not only an analogue of the Hodge–Riemannrelations, but also of Poincare duality and the Hard Lefschetz theorem.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

A difficult chasm

From the introduction to [AHK]:

While the Chow ring of M could be defined for arbitrary M, itwas unclear how to formulate and prove the Hodge–Riemannrelations. . . We are nearing a difficult chasm, as there is noreason to expect a working Hodge theory beyond the case ofrealizable matroids. Nevertheless, there was some evidence forthe existence of such a theory for arbitrary matroids.

What the authors manage to do in [AHK] is formulate and prove — in apurely combinatorial way — not only an analogue of the Hodge–Riemannrelations, but also of Poincare duality and the Hard Lefschetz theorem.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

A difficult chasm

From the introduction to [AHK]:

While the Chow ring of M could be defined for arbitrary M, itwas unclear how to formulate and prove the Hodge–Riemannrelations. . . We are nearing a difficult chasm, as there is noreason to expect a working Hodge theory beyond the case ofrealizable matroids. Nevertheless, there was some evidence forthe existence of such a theory for arbitrary matroids.

What the authors manage to do in [AHK] is formulate and prove — in apurely combinatorial way — not only an analogue of the Hodge–Riemannrelations, but also of Poincare duality and the Hard Lefschetz theorem.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Ample classes

In order to formulate precisely the main theorem of [AHK] we need acombinatorial analogue of ample divisors in algebraic geometry. Theconnection goes through strictly submodular functions.

A function c : 2E → R≥0 is called strictly submodular if c(E ) = c(∅) = 0and c(A∪B) + c(A∩B) < c(A) + c(B) whenever A,B are incomparablesubsets of E .

Each such c gives rise to an element

` = `(c) =∑F∈F

c(F )xF ∈ A1(M)R

which acts by multiplication as a linear operator

A∗(M)R → A∗+1(M)R.

The set of all `(c) ∈ A1(M)R associated to strictly submodular classes iscalled the ample cone.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Ample classes

In order to formulate precisely the main theorem of [AHK] we need acombinatorial analogue of ample divisors in algebraic geometry. Theconnection goes through strictly submodular functions.

A function c : 2E → R≥0 is called strictly submodular if c(E ) = c(∅) = 0and c(A∪B) + c(A∩B) < c(A) + c(B) whenever A,B are incomparablesubsets of E .

Each such c gives rise to an element

` = `(c) =∑F∈F

c(F )xF ∈ A1(M)R

which acts by multiplication as a linear operator

A∗(M)R → A∗+1(M)R.

The set of all `(c) ∈ A1(M)R associated to strictly submodular classes iscalled the ample cone.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Ample classes

In order to formulate precisely the main theorem of [AHK] we need acombinatorial analogue of ample divisors in algebraic geometry. Theconnection goes through strictly submodular functions.

A function c : 2E → R≥0 is called strictly submodular if c(E ) = c(∅) = 0and c(A∪B) + c(A∩B) < c(A) + c(B) whenever A,B are incomparablesubsets of E .

Each such c gives rise to an element

` = `(c) =∑F∈F

c(F )xF ∈ A1(M)R

which acts by multiplication as a linear operator

A∗(M)R → A∗+1(M)R.

The set of all `(c) ∈ A1(M)R associated to strictly submodular classes iscalled the ample cone.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Ample classes

In order to formulate precisely the main theorem of [AHK] we need acombinatorial analogue of ample divisors in algebraic geometry. Theconnection goes through strictly submodular functions.

A function c : 2E → R≥0 is called strictly submodular if c(E ) = c(∅) = 0and c(A∪B) + c(A∩B) < c(A) + c(B) whenever A,B are incomparablesubsets of E .

Each such c gives rise to an element

` = `(c) =∑F∈F

c(F )xF ∈ A1(M)R

which acts by multiplication as a linear operator

A∗(M)R → A∗+1(M)R.

The set of all `(c) ∈ A1(M)R associated to strictly submodular classes iscalled the ample cone.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Ample classes

In order to formulate precisely the main theorem of [AHK] we need acombinatorial analogue of ample divisors in algebraic geometry. Theconnection goes through strictly submodular functions.

A function c : 2E → R≥0 is called strictly submodular if c(E ) = c(∅) = 0and c(A∪B) + c(A∩B) < c(A) + c(B) whenever A,B are incomparablesubsets of E .

Each such c gives rise to an element

` = `(c) =∑F∈F

c(F )xF ∈ A1(M)R

which acts by multiplication as a linear operator

A∗(M)R → A∗+1(M)R.

The set of all `(c) ∈ A1(M)R associated to strictly submodular classes iscalled the ample cone.

Matt Baker Hodge theory in combinatorics

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Whitney numbers of the second kind

The Main Theorem of Adiprasito–Huh–Katz

Theorem (Adiprasito–Huh–Katz, 2015)

Let M be a matroid of rank r = d + 1, let ` ∈ A1(M)R be ample, and let0 ≤ k ≤ d

2 . Then:

1 (Poincare duality) The natural multiplication map gives a perfectpairing Ak(M)× Ad−k(M)→ Ad(M) ∼= Z.

2 (Hard Lefschetz Theorem) Multiplication by `d−2k determines anisomorphism L : Ak(M)R → Ad−k(M)R.

3 (Hodge-Riemann relations) Let Pk(M) ⊂ Ak(M) be the kernel ofmultiplication by `d−2k+1. The natural bilinear form

Pk(M)× Pk(M)→ R

defined by (−1)kdeg(a · Lb) is positive definite.

This is all in very close analogy with analogous results in classical Hodgetheory.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Main Theorem of Adiprasito–Huh–Katz

Theorem (Adiprasito–Huh–Katz, 2015)

Let M be a matroid of rank r = d + 1, let ` ∈ A1(M)R be ample, and let0 ≤ k ≤ d

2 . Then:

1 (Poincare duality) The natural multiplication map gives a perfectpairing Ak(M)× Ad−k(M)→ Ad(M) ∼= Z.

2 (Hard Lefschetz Theorem) Multiplication by `d−2k determines anisomorphism L : Ak(M)R → Ad−k(M)R.

3 (Hodge-Riemann relations) Let Pk(M) ⊂ Ak(M) be the kernel ofmultiplication by `d−2k+1. The natural bilinear form

Pk(M)× Pk(M)→ R

defined by (−1)kdeg(a · Lb) is positive definite.

This is all in very close analogy with analogous results in classical Hodgetheory.

Matt Baker Hodge theory in combinatorics

Page 99: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Main Theorem of Adiprasito–Huh–Katz

Theorem (Adiprasito–Huh–Katz, 2015)

Let M be a matroid of rank r = d + 1, let ` ∈ A1(M)R be ample, and let0 ≤ k ≤ d

2 . Then:

1 (Poincare duality) The natural multiplication map gives a perfectpairing Ak(M)× Ad−k(M)→ Ad(M) ∼= Z.

2 (Hard Lefschetz Theorem) Multiplication by `d−2k determines anisomorphism L : Ak(M)R → Ad−k(M)R.

3 (Hodge-Riemann relations) Let Pk(M) ⊂ Ak(M) be the kernel ofmultiplication by `d−2k+1. The natural bilinear form

Pk(M)× Pk(M)→ R

defined by (−1)kdeg(a · Lb) is positive definite.

This is all in very close analogy with analogous results in classical Hodgetheory.

Matt Baker Hodge theory in combinatorics

Page 100: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Main Theorem of Adiprasito–Huh–Katz

Theorem (Adiprasito–Huh–Katz, 2015)

Let M be a matroid of rank r = d + 1, let ` ∈ A1(M)R be ample, and let0 ≤ k ≤ d

2 . Then:

1 (Poincare duality) The natural multiplication map gives a perfectpairing Ak(M)× Ad−k(M)→ Ad(M) ∼= Z.

2 (Hard Lefschetz Theorem) Multiplication by `d−2k determines anisomorphism L : Ak(M)R → Ad−k(M)R.

3 (Hodge-Riemann relations) Let Pk(M) ⊂ Ak(M) be the kernel ofmultiplication by `d−2k+1. The natural bilinear form

Pk(M)× Pk(M)→ R

defined by (−1)kdeg(a · Lb) is positive definite.

This is all in very close analogy with analogous results in classical Hodgetheory.

Matt Baker Hodge theory in combinatorics

Page 101: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Main Theorem of Adiprasito–Huh–Katz

Theorem (Adiprasito–Huh–Katz, 2015)

Let M be a matroid of rank r = d + 1, let ` ∈ A1(M)R be ample, and let0 ≤ k ≤ d

2 . Then:

1 (Poincare duality) The natural multiplication map gives a perfectpairing Ak(M)× Ad−k(M)→ Ad(M) ∼= Z.

2 (Hard Lefschetz Theorem) Multiplication by `d−2k determines anisomorphism L : Ak(M)R → Ad−k(M)R.

3 (Hodge-Riemann relations) Let Pk(M) ⊂ Ak(M) be the kernel ofmultiplication by `d−2k+1. The natural bilinear form

Pk(M)× Pk(M)→ R

defined by (−1)kdeg(a · Lb) is positive definite.

This is all in very close analogy with analogous results in classical Hodgetheory.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Combinatorial Hodge theory implies Rota’s Conjecture

Let α(e) =∑

e∈F xF and β(e) =∑

e 6∈F xF . The images of α(e) and β(e)

in A1(M) do not depend on e, and are denoted by α and β, respectively.

The following result is proved using Weisner’s theorem on the Mobiusfunction of a lattice:

Theorem

Let χM(t) := χM(t)/(t − 1) be the reduced characteristic polynomial ofM, and write χM(t) = m0t

d −m1td−1 + · · ·+ (−1)dmd . Then

mk = deg(αd−k · βk)

for all k = 0, . . . , d .

Although α and β are not ample, one may view them as a limit of ampleclasses. Together with the Hodge-Riemann relations for k = 0, 1 onethen deduces Rota’s conjecture in a formal way.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Combinatorial Hodge theory implies Rota’s Conjecture

Let α(e) =∑

e∈F xF and β(e) =∑

e 6∈F xF . The images of α(e) and β(e)

in A1(M) do not depend on e, and are denoted by α and β, respectively.

The following result is proved using Weisner’s theorem on the Mobiusfunction of a lattice:

Theorem

Let χM(t) := χM(t)/(t − 1) be the reduced characteristic polynomial ofM, and write χM(t) = m0t

d −m1td−1 + · · ·+ (−1)dmd . Then

mk = deg(αd−k · βk)

for all k = 0, . . . , d .

Although α and β are not ample, one may view them as a limit of ampleclasses. Together with the Hodge-Riemann relations for k = 0, 1 onethen deduces Rota’s conjecture in a formal way.

Matt Baker Hodge theory in combinatorics

Page 104: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Combinatorial Hodge theory implies Rota’s Conjecture

Let α(e) =∑

e∈F xF and β(e) =∑

e 6∈F xF . The images of α(e) and β(e)

in A1(M) do not depend on e, and are denoted by α and β, respectively.

The following result is proved using Weisner’s theorem on the Mobiusfunction of a lattice:

Theorem

Let χM(t) := χM(t)/(t − 1) be the reduced characteristic polynomial ofM, and write χM(t) = m0t

d −m1td−1 + · · ·+ (−1)dmd . Then

mk = deg(αd−k · βk)

for all k = 0, . . . , d .

Although α and β are not ample, one may view them as a limit of ampleclasses. Together with the Hodge-Riemann relations for k = 0, 1 onethen deduces Rota’s conjecture in a formal way.

Matt Baker Hodge theory in combinatorics

Page 105: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Combinatorial Hodge theory implies Rota’s Conjecture

Let α(e) =∑

e∈F xF and β(e) =∑

e 6∈F xF . The images of α(e) and β(e)

in A1(M) do not depend on e, and are denoted by α and β, respectively.

The following result is proved using Weisner’s theorem on the Mobiusfunction of a lattice:

Theorem

Let χM(t) := χM(t)/(t − 1) be the reduced characteristic polynomial ofM, and write χM(t) = m0t

d −m1td−1 + · · ·+ (−1)dmd . Then

mk = deg(αd−k · βk)

for all k = 0, . . . , d .

Although α and β are not ample, one may view them as a limit of ampleclasses. Together with the Hodge-Riemann relations for k = 0, 1 onethen deduces Rota’s conjecture in a formal way.

Matt Baker Hodge theory in combinatorics

Page 106: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Combinatorial Hodge theory implies Rota’s Conjecture

Let α(e) =∑

e∈F xF and β(e) =∑

e 6∈F xF . The images of α(e) and β(e)

in A1(M) do not depend on e, and are denoted by α and β, respectively.

The following result is proved using Weisner’s theorem on the Mobiusfunction of a lattice:

Theorem

Let χM(t) := χM(t)/(t − 1) be the reduced characteristic polynomial ofM, and write χM(t) = m0t

d −m1td−1 + · · ·+ (−1)dmd . Then

mk = deg(αd−k · βk)

for all k = 0, . . . , d .

Although α and β are not ample, one may view them as a limit of ampleclasses. Together with the Hodge-Riemann relations for k = 0, 1 onethen deduces Rota’s conjecture in a formal way.

Matt Baker Hodge theory in combinatorics

Page 107: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Combinatorial Hodge theory implies Rota’s Conjecture

Let α(e) =∑

e∈F xF and β(e) =∑

e 6∈F xF . The images of α(e) and β(e)

in A1(M) do not depend on e, and are denoted by α and β, respectively.

The following result is proved using Weisner’s theorem on the Mobiusfunction of a lattice:

Theorem

Let χM(t) := χM(t)/(t − 1) be the reduced characteristic polynomial ofM, and write χM(t) = m0t

d −m1td−1 + · · ·+ (−1)dmd . Then

mk = deg(αd−k · βk)

for all k = 0, . . . , d .

Although α and β are not ample, one may view them as a limit of ampleclasses. Together with the Hodge-Riemann relations for k = 0, 1 onethen deduces Rota’s conjecture in a formal way.

Matt Baker Hodge theory in combinatorics

Page 108: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Combinatorial Hodge theory implies Rota’s Conjecture

Let α(e) =∑

e∈F xF and β(e) =∑

e 6∈F xF . The images of α(e) and β(e)

in A1(M) do not depend on e, and are denoted by α and β, respectively.

The following result is proved using Weisner’s theorem on the Mobiusfunction of a lattice:

Theorem

Let χM(t) := χM(t)/(t − 1) be the reduced characteristic polynomial ofM, and write χM(t) = m0t

d −m1td−1 + · · ·+ (−1)dmd . Then

mk = deg(αd−k · βk)

for all k = 0, . . . , d .

Although α and β are not ample, one may view them as a limit of ampleclasses. Together with the Hodge-Riemann relations for k = 0, 1 onethen deduces Rota’s conjecture in a formal way.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

High-level overview of the strategy for proving the MainTheorem

The proof of the Main Theorem is inspired by Peter McMullen’scombinatorial proof of Richard Stanley’s “g-theorem”, which describesthe possible sequences which can arise as the number of faces of eachdimension of simple polytopes.

Stanley’s proof used the Hard Lefschetz Theorem for certain classes oftoric varieties. McMullen’s proof reduces the theorem for arbitrary simplepolytopes to the case of simplices using the “flip connectivity” of simplepolytopes of given dimension.

Using a suitable notion of “matroidal flips” and an elaborate inductiveprocedure, the authors of [AHK] eventually reduce the Main Theorem tocases where the assertions can be directly verified “by hand”.

A delicate aspect of the induction in [AHK] is that the intermediateobjects one encounters when flipping from one matroid to another arenot themselves matroids.

Matt Baker Hodge theory in combinatorics

Page 110: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

High-level overview of the strategy for proving the MainTheorem

The proof of the Main Theorem is inspired by Peter McMullen’scombinatorial proof of Richard Stanley’s “g-theorem”, which describesthe possible sequences which can arise as the number of faces of eachdimension of simple polytopes.

Stanley’s proof used the Hard Lefschetz Theorem for certain classes oftoric varieties. McMullen’s proof reduces the theorem for arbitrary simplepolytopes to the case of simplices using the “flip connectivity” of simplepolytopes of given dimension.

Using a suitable notion of “matroidal flips” and an elaborate inductiveprocedure, the authors of [AHK] eventually reduce the Main Theorem tocases where the assertions can be directly verified “by hand”.

A delicate aspect of the induction in [AHK] is that the intermediateobjects one encounters when flipping from one matroid to another arenot themselves matroids.

Matt Baker Hodge theory in combinatorics

Page 111: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

High-level overview of the strategy for proving the MainTheorem

The proof of the Main Theorem is inspired by Peter McMullen’scombinatorial proof of Richard Stanley’s “g-theorem”, which describesthe possible sequences which can arise as the number of faces of eachdimension of simple polytopes.

Stanley’s proof used the Hard Lefschetz Theorem for certain classes oftoric varieties. McMullen’s proof reduces the theorem for arbitrary simplepolytopes to the case of simplices using the “flip connectivity” of simplepolytopes of given dimension.

Using a suitable notion of “matroidal flips” and an elaborate inductiveprocedure, the authors of [AHK] eventually reduce the Main Theorem tocases where the assertions can be directly verified “by hand”.

A delicate aspect of the induction in [AHK] is that the intermediateobjects one encounters when flipping from one matroid to another arenot themselves matroids.

Matt Baker Hodge theory in combinatorics

Page 112: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

High-level overview of the strategy for proving the MainTheorem

The proof of the Main Theorem is inspired by Peter McMullen’scombinatorial proof of Richard Stanley’s “g-theorem”, which describesthe possible sequences which can arise as the number of faces of eachdimension of simple polytopes.

Stanley’s proof used the Hard Lefschetz Theorem for certain classes oftoric varieties. McMullen’s proof reduces the theorem for arbitrary simplepolytopes to the case of simplices using the “flip connectivity” of simplepolytopes of given dimension.

Using a suitable notion of “matroidal flips” and an elaborate inductiveprocedure, the authors of [AHK] eventually reduce the Main Theorem tocases where the assertions can be directly verified “by hand”.

A delicate aspect of the induction in [AHK] is that the intermediateobjects one encounters when flipping from one matroid to another arenot themselves matroids.

Matt Baker Hodge theory in combinatorics

Page 113: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Kahler Package

In the work of Adiprasito–Huh–Katz, one needs only a very special caseof the Hodge–Riemann relations to deduce Rota’s conjecture.

So is the Main Theorem overkill if one just wants a proof of Rota’sconjecture?

No: Poincare Duality, the Hard Lefschetz Theorem, and theHodge–Riemann relations tend to come bundled together in what JuneHuh has dubbed the Kahler package.

This is also the case, for example, in the de Cataldo–Migliorini approachto Hodge theory, in the work of McMullen and Fleming–Karu on Hodgetheory for simple polytopes, and in the recent work of Elias–Williamsonon Soergel bimodules.

Matt Baker Hodge theory in combinatorics

Page 114: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Kahler Package

In the work of Adiprasito–Huh–Katz, one needs only a very special caseof the Hodge–Riemann relations to deduce Rota’s conjecture.

So is the Main Theorem overkill if one just wants a proof of Rota’sconjecture?

No: Poincare Duality, the Hard Lefschetz Theorem, and theHodge–Riemann relations tend to come bundled together in what JuneHuh has dubbed the Kahler package.

This is also the case, for example, in the de Cataldo–Migliorini approachto Hodge theory, in the work of McMullen and Fleming–Karu on Hodgetheory for simple polytopes, and in the recent work of Elias–Williamsonon Soergel bimodules.

Matt Baker Hodge theory in combinatorics

Page 115: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Kahler Package

In the work of Adiprasito–Huh–Katz, one needs only a very special caseof the Hodge–Riemann relations to deduce Rota’s conjecture.

So is the Main Theorem overkill if one just wants a proof of Rota’sconjecture?

No: Poincare Duality, the Hard Lefschetz Theorem, and theHodge–Riemann relations tend to come bundled together in what JuneHuh has dubbed the Kahler package.

This is also the case, for example, in the de Cataldo–Migliorini approachto Hodge theory, in the work of McMullen and Fleming–Karu on Hodgetheory for simple polytopes, and in the recent work of Elias–Williamsonon Soergel bimodules.

Matt Baker Hodge theory in combinatorics

Page 116: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The Kahler Package

In the work of Adiprasito–Huh–Katz, one needs only a very special caseof the Hodge–Riemann relations to deduce Rota’s conjecture.

So is the Main Theorem overkill if one just wants a proof of Rota’sconjecture?

No: Poincare Duality, the Hard Lefschetz Theorem, and theHodge–Riemann relations tend to come bundled together in what JuneHuh has dubbed the Kahler package.

This is also the case, for example, in the de Cataldo–Migliorini approachto Hodge theory, in the work of McMullen and Fleming–Karu on Hodgetheory for simple polytopes, and in the recent work of Elias–Williamsonon Soergel bimodules.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Whitney numbers of the second kind

Let M be a simple matroid with lattice of flats L.

Let Wk(M) be the number of flats in M of rank k . These numbers arecalled the Whitney numbers of the second kind associated to M.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Whitney numbers of the second kind

Let M be a simple matroid with lattice of flats L.

Let Wk(M) be the number of flats in M of rank k . These numbers arecalled the Whitney numbers of the second kind associated to M.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Two open problems

Conjecture (Welsh)

The Whitney numbers of the second kind form a log-concave, and henceunimodal, sequence for every simple matroid M.

Conjecture (Dowling and Wilson’s “Top-Heavy” conjecture)

Let M be a simple matroid of rank r . Then for all k < r/2 we haveWk(M) ≤Wr−k(M).

The top-heavy conjecture can be viewed as a vast generalization of thede Bruijn-Erdos theorem that every non-collinear set of points E in aprojective plane determines at least |E | lines.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Two open problems

Conjecture (Welsh)

The Whitney numbers of the second kind form a log-concave, and henceunimodal, sequence for every simple matroid M.

Conjecture (Dowling and Wilson’s “Top-Heavy” conjecture)

Let M be a simple matroid of rank r . Then for all k < r/2 we haveWk(M) ≤Wr−k(M).

The top-heavy conjecture can be viewed as a vast generalization of thede Bruijn-Erdos theorem that every non-collinear set of points E in aprojective plane determines at least |E | lines.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Two open problems

Conjecture (Welsh)

The Whitney numbers of the second kind form a log-concave, and henceunimodal, sequence for every simple matroid M.

Conjecture (Dowling and Wilson’s “Top-Heavy” conjecture)

Let M be a simple matroid of rank r . Then for all k < r/2 we haveWk(M) ≤Wr−k(M).

The top-heavy conjecture can be viewed as a vast generalization of thede Bruijn-Erdos theorem that every non-collinear set of points E in aprojective plane determines at least |E | lines.

Matt Baker Hodge theory in combinatorics

Page 122: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The theorem of Huh and Wang

There has been recent progress by June Huh and Botong Wang on therepresentable case of the above conjectures.

Theorem (Huh–Wang, 2016)

For all matroids M representable over some field k :

1 The first half of the sequence of Whitney numbers of the secondkind is unimodal, i.e., W1(M) ≤W2(M) ≤ · · · ≤Wbr/2c(M).

2 The top-heavy conjecture is true.

Matt Baker Hodge theory in combinatorics

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Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The theorem of Huh and Wang

There has been recent progress by June Huh and Botong Wang on therepresentable case of the above conjectures.

Theorem (Huh–Wang, 2016)

For all matroids M representable over some field k :

1 The first half of the sequence of Whitney numbers of the secondkind is unimodal, i.e., W1(M) ≤W2(M) ≤ · · · ≤Wbr/2c(M).

2 The top-heavy conjecture is true.

Matt Baker Hodge theory in combinatorics

Page 124: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The theorem of Huh and Wang

There has been recent progress by June Huh and Botong Wang on therepresentable case of the above conjectures.

Theorem (Huh–Wang, 2016)

For all matroids M representable over some field k :

1 The first half of the sequence of Whitney numbers of the secondkind is unimodal, i.e., W1(M) ≤W2(M) ≤ · · · ≤Wbr/2c(M).

2 The top-heavy conjecture is true.

Matt Baker Hodge theory in combinatorics

Page 125: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

The theorem of Huh and Wang

There has been recent progress by June Huh and Botong Wang on therepresentable case of the above conjectures.

Theorem (Huh–Wang, 2016)

For all matroids M representable over some field k :

1 The first half of the sequence of Whitney numbers of the secondkind is unimodal, i.e., W1(M) ≤W2(M) ≤ · · · ≤Wbr/2c(M).

2 The top-heavy conjecture is true.

Matt Baker Hodge theory in combinatorics

Page 126: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Brief remarks on the proof

Unlike the situation with Whitney numbers of the first kind, theprojective algebraic variety YM which one associates to M in this case ishighly singular; thus instead of invoking the Kahler package for smoothprojective varieties, Huh and Wang have to use analogous but muchharder results about intersection cohomology.

To extend the arguments of Huh and Wang to the non-representablecase, a first significant challenge would be to construct a combinatorialmodel for the intersection cohomology of the variety YM .

Matt Baker Hodge theory in combinatorics

Page 127: Hodge theory in combinatorics - · PDF fileStirling numbers of the rst kind Example The Stirling numbers of the rst kind, denoted s(n;k), are the coe cients which appear when one writes

Unimodal and Log-Concave SequencesMatroids

The characteristic polynomial and Rota’s ConjectureOverview of the proof of Rota’s Conjecture

Whitney numbers of the second kind

Brief remarks on the proof

Unlike the situation with Whitney numbers of the first kind, theprojective algebraic variety YM which one associates to M in this case ishighly singular; thus instead of invoking the Kahler package for smoothprojective varieties, Huh and Wang have to use analogous but muchharder results about intersection cohomology.

To extend the arguments of Huh and Wang to the non-representablecase, a first significant challenge would be to construct a combinatorialmodel for the intersection cohomology of the variety YM .

Matt Baker Hodge theory in combinatorics