力荐一本最新的GNN书籍, 领域大牛云集~(附下载方式)
力荐一本最新的GNN书籍<Graph Neural Networks: Foundations, Frontiers, and Applications>, 基本做GNN比较厉害的大佬全都参与了.
从基础, 前沿到应用, 各种围绕GNN展开的研究全都有, 如节点/边/图级别任务, 同质/异质/动态图神经网络, 表示能力, 可解释性, AutoML, CV/NLP/推荐/药物等应用. 目前为止在图神经网络方面最为全面的一本书,希望能帮助大家更快更好的进入图神经网络这个领域。
小编看了其中部分章节,感觉对GNN的理解更上一层~
开源网站:https://graph-neural-networks.github.io/index.html
懒人可去下面的QQ群文件下载。
内容介绍
本书主要分为3部分: Introduction, Foundations of Graph Neural Networks, 和 Frontiers of Graph Neural Networks.
Part I Introduction
本书将GNN归类到一种学习图表示的方法. 传统的矩阵分解, node2vec是浅层的图表示学习方法.
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1 Representation Learning
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2 Graph Representation Learning
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3 Graph Neural Networks
Part II Foundations of Graph Neural Networks
本部分涵盖了GNN的基本任务, 表示能力(这部分力荐是Pan Li 和 Jure合著的), 大规模问题, 可解释性, 和鲁棒性.
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4 Graph Neural Networks for Node Classification
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5 The Expressive Power of Graph Neural Networks
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6 Graph Neural Networks: Scalability
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7 Interpretability in Graph Neural Networks
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8 Graph Neural Networks: Adversarial Robustness
Part III Frontiers of Graph Neural Networks
这部分介绍了GNN在多种类型图(同质/异质/动态)上的多种任务(图分类/边预测/图生成/图结构学习等).
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9 Graph Neural Networks: Graph Classification
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10 Graph Neural Networks: Link Prediction
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11 Graph Neural Networks: Graph Generation
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12 Graph Neural Networks: Graph Transformation
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13 Graph Neural Networks: Graph Matching
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14 Graph Neural Networks: Graph Structure Learning
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15 Dynamic Graph Neural Networks
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16 Heterogeneous Graph Neural Networks
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17 Graph Neural Networks: AutoML
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18 Graph Neural Networks: Self-supervised Learning
Part IV Broad and Emerging Applications with Graph Neural Networks
这部分就是GNN的应用了.
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19 Graph Neural Networks in Modern Recommender Systems .
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20 Graph Neural Networks in Computer Vision
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21 Graph Neural Networks in Natural Language Processing
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22 Graph Neural Networks in Program Analysis
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23 Graph Neural Networks in Software Mining
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24 GNN-based Biomedical Knowledge Graph Mining in Drug Development
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25 Graph Neural Networks in Predicting Protein Function and Interactions
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26 Graph Neural Networks in Anomaly Detection
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27 Graph Neural Networks in Urban Intelligence
部分作者介绍
原文链接:https://blog.csdn.net/weixin_45519842/article/details/122430038?ops_request_misc=%257B%2522request%255Fid%2522%253A%2522167003264916800215017993%2522%252C%2522scm%2522%253A%252220140713.130102334.pc%255Fblog.%2522%257D&request_id=167003264916800215017993&biz_id=0&utm_medium=distribute.pc_search_result.none-task-blog-2~blog~first_rank_ecpm_v1~times_rank-29-122430038-null-null.nonecase&utm_term=%E4%B9%A6%E7%B1%8D%E6%8E%A8%E8%8D%90
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