Clustering
Abstract
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.
Recommended Citation
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 https://doi.org/10.1016/B978-0-12-396502-8.00020-6
Department(s)
Electrical and Computer Engineering
Research Center/Lab(s)
Center for High Performance Computing Research
Keywords and Phrases
Hierarchical clustering; EM; k-means; Spectral clustering; Biclustering; Co-clustering; Subspace clustering; Clustering validation
International Standard Book Number (ISBN)
978-0123972262
Document Type
Book - Chapter
Document Version
Citation
File Type
text
Language(s)
English
Rights
© 2014 Elsevier, All rights reserved.
Publication Date
01 Jan 2014
Comments
Chapter 20