How to use graphs to build recommendation engines

View
320
Download
0
Category

Data & Analytics

Tags:

father

Preview:

DESCRIPTION

Neo4j and graph databases are great to build recommendation engines. Here are two examples taken from the world of online dating!

Citation preview

Father Of

Siblings

Father Of

Siblings

Sam

John

Mia

Olivia

Sam

Paul

Isabella

Olivia

John

Mia

Catherine

Sam

Paul

Isabella

Olivia

John

MiaCatherine

Charles

Felicia

Outgoing

Calm

Funny

Smart

has

Chill

Sweet

http://linkurio.us

TECHNOLOGY

mailto:contact@linkurio.us

Awesome resources that inspired us :

http://www.slideshare.net/DjamelZouaoui/lamour-est-dans-le-graphe-paris-datageek

http://maxdemarzi.com/2013/04/19/match-making-with-neo4j/

http://linkurio.us/recommendation-and-graphs-an-online-dating-use-case/

https://dl.dropboxusercontent.com/u/57740873/neo_love.graph.db.zip

http://linkurio.us/using-neo4j-to-build-a-recommendation-engine-based-on-collaborative-filtering/

https://www.dropbox.com/s/58siay5r37909z5/collaborative%20filtering.zip

How to use graphs to build recommendation engines

Data & Analytics

Building Event-Centric Knowledge Graphs from News...Knowledge graphs have gained increasing popularity in the past couple of years, thanks to their adoption in everyday search engines

Temporal recommendation on graphs via long and short-term

Extending In-Memory Relational Database Engines …...¨ Extract graphs from the RDBMS ¨ Store graphs and process queries outside the realm of the RDBMS ¨ E.g., Ringo [SIGMOD’15],

Recommendation Engine Acceleration Recommendation Engines · * Benchmarks obtained with Apache Spark framework; other recommender engine software may deviate from these results *

Building Recommendation Engines Using Lambda Architecture

Recommendation Engines

Recommendation Engines for Scientific Literature

Building Online Buzz and Authority Using Social Media Recommendation Engines

Collaborative Filtering and Artificial Neural Network ... · Recommendation Engines: A Deep Learning Approach. Based on the reference of CF, recommendation engines have been communicated

Tom Rampley Recommendation Engines: an Introduction

Enhanced Web Search Engines with Query-Concept Bipartite Graphs

The Basics of Online Marketing Unit 1: Overview Search Recommendation Engines February, 2009

Recommendation Engines: an Introduction

Recommendation engines matching items to users

Cross-Domain Recommendation via Clustering on Multi-Layer Graphs · 2020-05-06 · Cross-Domain Recommendation via Clustering on Multi-Layer Graphs Aleksandr Farseev*, Ivan Samborskii**

Putting Recommendation Engines to the Test

Optimizing Knowledge Graphs through Voting-Based User …...Abstract—Knowledge graphs have been used in a wide range of applications to support search, recommendation, and question

Recommendation Engines with Ruby and Redis

Global citation recommendation using knowledge graphs · 2019. 1. 8. · F. Ayala-G´omez et al. / Global citation recommendation using knowledge graphs 3091 computer science in the

Machine-learning Algorithms Are Often Used in Recommendation Engines