GithubHelp home page GithubHelp logo

thatsshirleylee / graphrec Goto Github PK

View Code? Open in Web Editor NEW

This project forked from ahmedrashed-ml/graphrec

0.0 0.0 0.0 7.13 MB

(GraphRec) Attribute-aware non-linear co-embeddings of graph features, RecSys 2019

Python 100.00%

graphrec's Introduction

GraphRec

This is our implementation for the recsys 2019 paper:

Rashed, Ahmed, Josif Grabocka, and Lars Schmidt-Thieme. "Attribute-aware non-linear co-embeddings of graph features."13th ACM Conference on Recommender Systems (RecSys). 2019.

Enviroment

* pandas==1.0.3
* tensorflow==1.14.0
* matplotlib==3.1.3
* numpy==1.18.1
* six==1.14.0
* scikit_learn==0.23.1

Steps

  1. Uncomment the respective code of the dataset you want to reproduce the results for and run "python GraphRec.py".

Paper

Preprint version :https://www.ismll.uni-hildesheim.de/pub/pdfs/Ahmed_RecSys19.pdf

Supplementary/Extra Results

ML100k Experiment using the u1.base/u1.test splits

Model RMSE
GraphRec (w/ Graph Feat.) 0.904
GraphRec (w/ Graph Feat. & Users/Items Attributes) 0.897

graphrec's People

Contributors

ahmedrashed-ml avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.