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SSumM: Sparse Summarization of Massive Graphs

Kyuhan Lee, Hyeonsoo Jo, Jihoon Ko, Sungsu Lim, Kijung Shin

202037 citationsDOIOpen Access PDF

Abstract

Given a graph G and the desired size k in bits, how can we summarize G within k bits, while minimizing the information loss?

Topics & Concepts

Computer scienceAutomatic summarizationGraphArtificial intelligenceTheoretical computer scienceAlgorithmCombinatoricsGraph theoryMathematicsUpper and lower boundsTerm (time)Data miningFeature (linguistics)Graph Theory and AlgorithmsAdvanced Graph Neural NetworksComplex Network Analysis Techniques