A statistical clustering model and algorithm

In this paper, a statistical clustering model and algorithm have been discussed. Finding the optimal solution toclustering problem is transformed into simulating the equilibrium state of a physical system., and then the equilibrium state of physical system is simulated by solving a series of problem...

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Bibliographische Detailangaben
Hauptverfasser: Guangwen, Yang, Weimin, Zheng, Dingxing, Wang
Format: Buchkapitel
Sprache:eng
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Zusammenfassung:In this paper, a statistical clustering model and algorithm have been discussed. Finding the optimal solution toclustering problem is transformed into simulating the equilibrium state of a physical system., and then the equilibrium state of physical system is simulated by solving a series of problems to minimize the free energy which varies with temperature andattains the ground state of the system. Moreover, a great number of simulating examples make it clear that the clustering algorithm can be widely used, especially for the problem to which the traditional clustering algorithms are helpless.
ISSN:0302-9743
1611-3349
DOI:10.1007/BFb0033312