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Enhancing Community Detection Accuracy with Innovative Algorithms
This chapter explores the Luvain method for community detection and introduces the Renewal Non-Backtrack Random Walk pre-processing algorithm. It emphasizes how these techniques improve accuracy by analyzing cyclic structures and collaboration patterns among GitHub developers, advocating for weighted interactions to better represent developer relationships.