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Deep Learning on Graphs - Hardcover

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9781108831741: Deep Learning on Graphs
  • PublisherCambridge University Press
  • Publication date2021
  • ISBN 10 1108831745
  • ISBN 13 9781108831741
  • BindingHardcover
  • LanguageEnglish
  • Edition number1
  • Number of pages400
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Tang, Jiliang
Published by Cambridge University Press, 2021
ISBN 10: 1108831745 ISBN 13: 9781108831741
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Ma, Yao; Tang, Jiliang
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YAO MA , JILIANG TANG
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Ma, Yao; Tang, Jiliang
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Ma, Yao; Tang, Jiliang
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Hardcover. Condition: new. Hardcover. Deep learning on graphs has become one of the hottest topics in machine learning. The book consists of four parts to best accommodate our readers with diverse backgrounds and purposes of reading. Part 1 introduces basic concepts of graphs and deep learning; Part 2 discusses the most established methods from the basic to advanced settings; Part 3 presents the most typical applications including natural language processing, computer vision, data mining, biochemistry and healthcare; and Part 4 describes advances of methods and applications that tend to be important and promising for future research. The book is self-contained, making it accessible to a broader range of readers including (1) senior undergraduate and graduate students; (2) practitioners and project managers who want to adopt graph neural networks into their products and platforms; and (3) researchers without a computer science background who want to use graph neural networks to advance their disciplines. This comprehensive text on the theory and techniques of graph neural networks takes students, practitioners, and researchers from the basics to the state of the art. It systematically introduces foundational topics such as filtering pooling, robustness, and scalability and then demonstrates applications in NLP, data mining, vision and healthcare. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781108831741

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