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简介

  • Tittle: A Comprehensive Survey on Multimodal Recommender Systems: Taxonomy, Evaluation, and Future Directions
  • Author: HONGYUZHOU, XIN ZHOU, ZHIWEI ZENG, LINGZI ZHANG, ZHIQI SHEN
  • Time: Feb 2023
  • Journal: CoRR
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简介

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  • Tittle: Reasoning over Different Types of Knowledge Graphs: Static, Temporal and Multi-Modal
  • Author: Ke Liang, Lingyuan Meng, Meng Liu, Yue Liu, Wenxuan Tu, Siwei Wang, Sihang Zhou, Xinwang Liu , Senior Member, IEEE, Fuchun Sun, Fellow, IEEE
  • Time: 24 Jan 2023
  • Journal:
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简介

  • Tittle: A Survey on Knowledge Graph-Based Recommender Systems
  • Author: Qingyu Guo, Fuzhen Zhuang, Chuan Qin, Hengshu Zhu, Senior Member, IEEE, Xing Xie, Senior Member, IEEE, Hui Xiong, Fellow, IEEE, and Qing He
  • Time: 7 October 2020
  • Journal: IEEE Transactions on Knowledge and Data Engineering

20年利用知识图谱的推荐系统综述。

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简介

  • Tittle: Multi-Modal Knowledge Graph Construction and Application: A Survey
  • Author: Xiangru Zhu, Zhixu Li Member, IEEE, Xiaodan Wang, Xueyao Jiang, Penglei Sun, Xuwu Wang, Yanghua Xiao Member, IEEE, Nicholas Jing Yuan Member, IEEE
  • Time: 11 Feb 2022
  • Journal: IEEE Transactions on Knowledge and Data Engineering

22年多模态知识图谱综述。

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  • 张量
  • 参数初始化策略
  • 参数范数与正则化
  • 梯度下降法
  • 梯度爆炸与梯度消失
  • 自适应学习率算法
  • 评估指标
  • 归一化
  • Dropout
  • 激活函数
  • 损失函数
  • 反向传播算法(公式推导)
  • 过拟合与欠拟合
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