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Factorization Machine, Deep Learning, Recommender System

Python 100.00%

neural-factorization-machine's Introduction

Neural-Factorization-Machine

基于TensorFlow实现Neural-Factorization-Machine
参考如下:
Xiangnan He and Tat-Seng Chua (2017). Neural Factorization Machines for Sparse Predictive Analytics. In Proceedings of SIGIR '17, Shinjuku, Tokyo, Japan, August 07-11, 2017.
https://github.com/hexiangnan/neural_factorization_machine

LoadData.py:数据读取
NeuralFM_Model.py:模型定义
Run_NeuralFM_SquareLoss.py:针对平方误差损失,训练模型
Run_NeuralFM_LogLoss.py:针对对数似然损失,训练模型(对于frappe数据集,采用该损失很难找到合适的超参数)

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