Clustering algorithms based on volume criteria.

Clustering algorithms based on volume criteria.

Clustering algorithms such as the K-means algorithm and the fuzzy C-means algorithm are based on the minimization of the trace of the (fuzzy) within-fluster scatter matrix. In this paper, we explore the use of determinant (volume) criteria for clustering. We derive an algorithm called the minimum sc...

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Pubblicato in:IEEE Transactions on fuzzy systems 8, 2 (2000).
Autore principale: Krishnapuram, R.
Natura: Articolo
Lingua:English
Soggetti:
K-means algorithm.
MCV algorithm.
MSV algorithm.
Clustering.
Clustering algorithms.
Determinant criteria.
Fuzzy C-means algorithm.
Fuzzy within-fluster scatter matrix.
Minimum cluster volume algorithm.
Minimum scatter volume algorithm.
Trace minimization.
Volume criteria.