Clustering has been applied in many areas, including signal and image processing. This chapter reviews the motivation for clustering and several different types of clustering. See [35,5] for more detailed information, from which some of this material has been taken.
D. Lam and D. C. Wunsch, "Clustering," Signal Processing Theory and Machine Learning, vol. 1, pp. 1115-1149, Academic Press Library in Signal Processing, Jan 2014.
The definitive version is available at http://dx.doi.org/10.1016/B978-0-12-396502-8.00020-6
Electrical and Computer Engineering
Center for High Performance Computing Research
Keywords and Phrases
Hierarchical clustering; EM; k-means; Spectral clustering; Biclustering; Co-clustering; Subspace clustering; Clustering validation
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