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Inductive Representation Learning On Large Graphs【閱讀筆記】
時間 2020-07-25
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inductive
representation
learning
large
graphs
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前言 Network Embedding 旨在爲圖中的每一個頂點學習獲得特徵表示。近年的Deepwalk,LINE, node2vec, SDNE, DNGR等模型可以高效地、直推式(transductive)地獲得節點的embedding。然而,這些方法沒法有效適應動態圖中新增節點的特性, 每每須要從頭訓練或至少局部重訓練。斯坦福Jure教授組提出一種適用於大規模網絡的概括式(inductive
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