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K-core Algorithm Optimization

License: MIT

Description

This work is a implementation based on 2018 IEEE paper "Scalable K-Core Decomposition for Static Graphs Using a Dynamic Graph Data Structure".

Naive Method

Effective Method

Previously we found all vertices with degree peel = 1, and delete them with their incident edges from G.

Now, however, we do not delete the vertices and edges. Instead, when we find a vertex u, we flag u and decrement the degree of u and all of u’s neighbors. Vertices that are flagged are not considered to be present in G, although they are not explicitly deleted.

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This work is a implementation based on 2018 IEEE paper "Scalable K-Core Decomposition for Static Graphs Using a Dynamic Graph Data Structure".

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