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项目作者： yinchunhui-ahu

项目描述 ：
This is the implementation of our paper "Location-aware Deep Collaborative Filtering for Service Recommendation"
高级语言： Python
项目地址: git://github.com/yinchunhui-ahu/Location-aware_Deep_Collaborative_Filtering.git


Location-aware Deep Collaborative Filtering

This is the implementation of our paper:

Yiwen Zhang, Chunhui Yin, Qilin Wu*, Qiang He and Haibin Zhu. Location-aware Deep Collaborative Filtering for Service Recommendation, IEEE Transactions on Systems, Man, and Cybernetics: Systems. 10.1109/TSMC.2019.2931723, 2019. (SCI)

Developer: Chun-hui Yin

Affiliate: Big Data and Cloud Service Lab, Anhui University

Last updated: 2019/10/05

Please cite our paper if you use our codes. Thanks!

Environment Requirement

This code can be run at following requirement but not limit to:

  • python = 3.6.6
  • keras = 2.0.9
  • pandas = 0.23.4
  • numpy = 1.14.0
  • scikit-learn = 0.21
  • other installation dependencies required above

Example of Usage

python run_rt.py

python run_tp.py

Dataset

  • To simulate the real-world situation, we sparse the original matrix at six densities and generate instances for training
  • Here we provide the preprocessed real-world dataset WS-Dream (dataset#1)

Note

  • Experiments can be run on multi-core CPUs at 6 densities by turning on parallel mode