On the Interplay between Strong Regularity and Graph Densification

Abstract

In this paper we analyze the practical implications of Szemerédi’s regularity lemma in the preservation of metric information contained in large graphs. To this end, we present a heuristic algorithm to find regular partitions. Our experiments show that this method is quite robust to the natural sparsification of proximity graphs. In addition, this robustness can be enforced by graph densification.

Publication
In Graph-Based Representations in Pattern Recognition
Alessandro Torcinovich
Alessandro Torcinovich
Passionate machine (meta) learner

Passionate machine (meta) learner