Clustering

Author

Dao Lam
Donald C. Wunsch, Missouri University of Science and TechnologyFollow

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

Comments

Chapter 20

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