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2020-08-04
paper, clustering, survey

A comprehensive survey of clustering algorithms

Link to the paper

Dongkuan Xu, Yingjie Tian

Annals of Data Science, Springer, 2015

Year: 2015

This paper contains one of the biggest surveys of currently available clustering algorithms. It is a good reference to have a broad picture and choose the appropiate algorithm for an application.

The most important information is summarized in a set of tables. They have been compiled and sticked below. Proper high level descriptions of each of the algorithms are included in the paper.

Distance and similarity functions

Evaluation functions (internal and external)

Algorithms by family