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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Hauptverfasser: | , , |
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Format: | Buchkapitel |
Sprache: | eng |
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Online-Zugang: | Volltext |
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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. |
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ISSN: | 0302-9743 1611-3349 |
DOI: | 10.1007/BFb0033312 |