8
A Novel Method for Automatic Strategy Acquisition in N-player Non-zero-sum Games S. Phelps Dept. of Computer Science University of Liverpool Liverpool L69 3BX United Kingdom [email protected] M. Marcinkiewicz Dept. of Computer Science Graduate Center City University of New York 365, 5th Avenue New York, NY 10016 USA [email protected] S. Parsons Dept. of Computer Science City University of New York 365, 5th Avenue New York, NY 10016, USA [email protected] ABSTRACT Keywords 1. INTRODUCTION Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for prot or commercial advantage and that copies bear this notice and the full citation on the rst page. To copy otherwise, to republish, to post on servers or to redistribute to lists, requires prior specic permission and/or a fee. Copyright 200X ACM X-XXXXX-XX-X/XX/XX ... 5.00. 2. NASH EQUILIBRIUM

A N o vel Method fo r A utomatic Strategy Acquisition in N

  • Upload
    others

  • View
    2

  • Download
    0

Embed Size (px)

Citation preview

Page 1: A N o vel Method fo r A utomatic Strategy Acquisition in N

A Novel Method for Automatic Strategy Acquisition inN-player Non-zero-sum Games

S. PhelpsDept. of Computer Science

University of LiverpoolLiverpool L69 3BXUnited Kingdom

[email protected]

M. MarcinkiewiczDept. of Computer Science

Graduate CenterCity University of New York

365, 5th AvenueNew York, NY 10016

[email protected]

S. ParsonsDept. of Computer ScienceCity University of New York

365, 5th AvenueNew York, NY 10016, USA

[email protected]

ABSTRACT

Keywords

1. INTRODUCTION

Permission to make digital or hard copies of all or part of this work forpersonal or classroom use is granted without fee provided that copies arenot made or distributed for profit or commercial advantage and that copiesbear this notice and the full citation on the first page. To copy otherwise, torepublish, to post on servers or to redistribute to lists, requires prior specificpermission and/or a fee.Copyright 200X ACM X-XXXXX-XX-X/XX/XX ... 5.00.

2. NASH EQUILIBRIUM

Page 2: A N o vel Method fo r A utomatic Strategy Acquisition in N

3. BEYOND NASH EQUILIBRIUM

4. CO-EVOLUTION

Page 3: A N o vel Method fo r A utomatic Strategy Acquisition in N

5. EMPIRICAL GAME-THEORY

Page 4: A N o vel Method fo r A utomatic Strategy Acquisition in N

6. THE DOUBLE-AUCTION

TT

RE

GD

Page 5: A N o vel Method fo r A utomatic Strategy Acquisition in N

TT

RE’

GD

Equilibrium 2

Equilibrium 1

7. STRATEGY ACQUISITION

7.1 Strategy space

7.2 Search algorithm

8. RESULTS

Page 6: A N o vel Method fo r A utomatic Strategy Acquisition in N

9. DISCUSSION

OS

TT

GD

Equilibrium A

Equilibrium B

Equilibrium C

Page 7: A N o vel Method fo r A utomatic Strategy Acquisition in N

Equilibrium A

Equilibrium B

OS

GD

RE

10. SUMMARY

11. FURTHERWORK

12. REFERENCES

Page 8: A N o vel Method fo r A utomatic Strategy Acquisition in N

0 5 10 15 20 25 30 350

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

Generation

Mean

fitness

0 500 1000 15000

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

Time

P(str

ateg

y)

OSTTGDRE