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code for HOPE: Asymmetric Transitivity Preserving Graph Embedding. Mingdong Ou, Peng Cui, Jian Pei, Ziwei Zhang, Wenwu Zhu. KDD 2016.

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run embed_main.m with matlab

Input:

A: N*N adjacency matrix (sparse)

K: dimensionality of embedding space

beta: decaying constant, default is 0.5 / spectral radius

Output:

U: N*K left embedding matrix

V: N*K right embedding matrix

The high-order proximity (katz) matrix is approximated by U * V'

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code for HOPE: Asymmetric Transitivity Preserving Graph Embedding. Mingdong Ou, Peng Cui, Jian Pei, Ziwei Zhang, Wenwu Zhu. KDD 2016.

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  • MATLAB 100.0%