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《图表示学习：算法与应用》.pdf

发布时间：2022-05-31 发布人：admin 分类：说明书 资料大小：23.31M 资料格式：pdf 举报 版权申诉
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    Graph Representation Learning: Algorithms and Applications Jian Tang HEC Montreal CIFAR AI Chair, Mila Email: jian.tang@hec.ca
    Social Networks Facebook Twitter
    Graph from Albert-László Barabási’ s SIGIR09 keynote 3
    Protein-Protein Interaction Graph https://www.ebi.ac.uk/training/online/course/network-analysis-protein-interaction-data-introduction/protein-protein-interaction-networks
    Drug-Protein Interaction Graph https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1002503
    Knowledge Graphs • Multiple types of edges • Each corresponds to a relation type • A set of facts, each of which is represented as a triplet • (Bill_Gates, CoFounder, Microsoft) friend?
    Under review as a conference paper at ICLR 2020 Molecules O F NH S N Br N NH I N NH Cl O N HO N N Cl HO NH Cl Cl O F S O O NH2 N O HO O N N H2N Cl SH O NH OH NH Br N S Cl O Br Cl NH O H2N NH N N N N N O NH F N O O O O I O N NH O H2N N O Br O I N S OH O N O N NH NH N N O NH2 O N NH O NH
    Various Applications on Graphs • Predicting whether a user is a democratic or republican in Facebook? • Recommending friends in social networks • Predicting missing facts on knowledge graphs • Predicting the effective drugs for a target disease in a biomedical knowledge graph, a.k.a. drug repurposing • Predicting the chemical properties of molecules • … • Most of these applications require good feature representation of graphs!!
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