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Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

分类: 文章 • 2024-01-21 08:05:58

标签平滑正则化推荐系统的知识图卷积网络

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

. 摘要

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

1. 介绍

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

2. 现有工作

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

3. 问题表述

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

4. 我们的方法：KGCN-LS

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

4.1 图卷积神经网络

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

4.2 讨论

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

4.3 标签平滑正则化

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

4.4 小批量实施

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

5. 实验

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

5.1 数据集和基线

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

5.2 验证G和Y之间的连接

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

5.3 结果

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

5.4 运行时间分析

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

6. 结论和未来的工作

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

.附录

Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization
Knowledge Graph Convolutional Networks for Recommender Systems with Label Smoothness Regularization

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