https://github.com/chenchongthu/SAMN

This is our implementation of SAMN: Social Attentional Memory Network
https://github.com/chenchongthu/SAMN

attention-mechanism deep-learning recommendation recommender-system social social-network

Last synced: about 1 month ago
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This is our implementation of SAMN: Social Attentional Memory Network

• Host: GitHub
• URL: https://github.com/chenchongthu/SAMN
• Owner: chenchongthu
• Created: 2019-02-21T01:52:44.000Z (over 5 years ago)
• Default Branch: master
• Last Pushed: 2019-02-21T02:06:43.000Z (over 5 years ago)
• Last Synced: 2024-06-24T05:51:56.309Z (3 months ago)
• Topics: attention-mechanism, deep-learning, recommendation, recommender-system, social, social-network
• Language: Python
• Homepage:
• Size: 2.41 MB
• Stars: 47
• Watchers: 2
• Forks: 13
• Open Issues: 2
• Metadata Files:
  • Readme: README.md

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README

        
# SAMN

This is our implementation for the paper:

*Chong Chen, Min Zhang, Yiqun Liu, and Shaoping Ma. 2019. [Social Attentional Memory Network: Modeling Aspect- and Friend-level Differences in Recommendation](http://www.thuir.cn/group/~mzhang/publications/WSDM2019ChenChong.pdf) 

In WSDM'19.*

**Please cite our WSDM'19 paper if you use our codes. Thanks!**

```

@inproceedings{chen2019social,

  title={Social Attentional Memory Network: Modeling Aspect-and Friend-Level Differences in Recommendation},

  author={Chen, Chong and Zhang, Min and Liu, Yiqun and Ma, Shaoping},

  booktitle={Proceedings of the Twelfth ACM International Conference on Web Search and Data Mining},

  pages={177--185},

  year={2019},

  organization={ACM}

}

```

Author: Chong Chen ([email protected])

## Environments

- python 2.7

- Tensorflow (version: 1.7.0)

- numpy

- pandas

## Example to run the codes		

Train and evaluate the model:

```

python SAMN.py

```

Last Update Date: February 21, 2019