Zapis dokaza metode

Normalized Mutual Information

Normalized Mutual Information (NMI), popularized by Danon et al. in 2005, is an external clustering evaluation metric based on information theory. It measures the amount of information shared between a predicted clustering and ground truth labels, normalized to a scale between 0 and 1. A value of 1 indicates perfect agreement, while 0 indicates independence.

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Normalized Mutual Information for Clustering Agreement

Taksonomski zapis metode · mcdm / model-evaluation

Danon, L., Diaz-Guilera, A., Duch, J., & Arenas, A. (2005). Comparing community structure identification. Journal of Statistical Mechanics: Theory and Experiment, 2005(09), P09008. · DOI 10.1088/1742-5468/2005/09/P09008

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Taxonomic bucketAdjusted Rand Indexmachine-suggested · Relational suggestion, not evidence.Same method familyDavies-Bouldin Indexmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketFowlkes-Mallows Indexmachine-suggested · Relational suggestion, not evidence.Same method familySilhouette Scoremachine-suggested · Relational suggestion, not evidence.Taxonomic bucketV-measuremachine-suggested · Relational suggestion, not evidence.