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New developments in fuzzy clustering with emphasis on special types of tasks

Viattchenin D. A., Owsiński J. W., Kacprzyk J.

Control and Cybernetics

2018

Vol. 47, no. 2

115--130

The paper is devoted to a survey of work done in fuzzy clustering, mainly during the ﬁrst decade of the 21st century, and that with emphasis on various approachesto the problem, as well as various formulations of the very problem. That is why not only the classical formulations are treated, but several other problems, related to (the use of) clustering, like feature selection, inference systems, three-way clustering, and, on the other hand, such formulations of clustering as the possibilistic one or the one involving intuitionistic fuzzy sets. These are treated as the background for presentation of some speciﬁc ideas of the main author, concerning deﬁnite heuristic algorithms for eﬀective solving of some of these problems.