SiriusNEO / Social-Recommender-Systems

🤗 CS3612 Machine Learning Course Project, An exploration in Social Recommender Systems.

Social Recommender Systems

Source Code | Mini Paper | Slide | Jupyter Notebook Demo

🤗 CS3612 Machine Learning Course Project, An exploration in Social Recommender Systems.

Implementation

• Bench & Dataloader
• UserMean & ItemMean
• UserCF & ItemCF
• Matrix Factorization
• Social Regularization
• Tridimensional Social Regularization
• Adam Optimizer
• Demo Notebook
• Mini Paper

Dataset

Download them directly in Github Release and put the dataset folder in the root directory of this project.

• Douban DataSet

  Douban Movie, Jing Zheng, Jian Liu, Chuan Shi, Fuzheng Zhuang, Bin Wu. Dual Similarity Regularization for Recommendation. PAKDD2016.

• Dianping Data Sets - Hui Li@XMU (lihui.info)

  SocialRec 2015

• Epinions Data Sets

  1. downloaded epinions dataset

Reference

Paper Reference

https://github.com/daicoolb/RecommenderSystem-DataSet

https://github.com/AaronHeee/FDU-Recommender-Systems-for-Douban-Movie

https://github.com/Leavingseason/xDeepFM