Information Network Embedding

By huangyanhui
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    MDS-1978

    Embed networks into low dimensional space
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    IsoMap-2000

    Embed networks into low dimensional spaces
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    Laplacian eigenmap-2001

    Embed networks into low dimensional spaces
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    DeepWalk-2014

    The method uses truncated random walks on the networks and is only applicable for networks with binary edges.
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    LINE-2015

    The method is suitable for arbitrary types of information networks: undirected or directed, binary or weighted.