Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Chapter
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TY - CHAP
T1 - Algorithms for Real-Time Clustering and Generation of Rules from Data
AU - Filev, Dimitar
AU - Angelov, Plamen
PY - 2007
Y1 - 2007
N2 - The problem of real-time clustering has gained considerable attention in recent years in conjunction with the advances in the areas of multiple model representation of complex systems, summarization of information, and novelty detection for diagnostics and prognostics. This chapter deals with two main approaches for real-time clustering – the first algorithm is density based and is derived from the Mountain/Subtractive clustering method while the second one is distance based and has its roots in the k-nearest neighbors (k-NN) and self-organizing maps (SOM) clustering methods. Applications of these algorithms for extraction of rules from data, for control of complex systems with multiple operating modes, fault detection, and prognostics are presented in the chapter. (c) John Willey and Sons
AB - The problem of real-time clustering has gained considerable attention in recent years in conjunction with the advances in the areas of multiple model representation of complex systems, summarization of information, and novelty detection for diagnostics and prognostics. This chapter deals with two main approaches for real-time clustering – the first algorithm is density based and is derived from the Mountain/Subtractive clustering method while the second one is distance based and has its roots in the k-nearest neighbors (k-NN) and self-organizing maps (SOM) clustering methods. Applications of these algorithms for extraction of rules from data, for control of complex systems with multiple operating modes, fault detection, and prognostics are presented in the chapter. (c) John Willey and Sons
KW - real-time
KW - on-line clustering
KW - fuzzy rules
KW - mountain
KW - subtractive clustering
KW - statistical process control
KW - DCS-publications-id
KW - incoll-64
KW - DCS-publications-credits
KW - dsp
KW - DCS-publications-personnel-id
KW - 82
M3 - Chapter
SN - 978-0-470-02760-8
SP - 353
EP - 370
BT - Advances in Fuzzy Clustering and Its Applications
A2 - de Oliveira, J V
A2 - Pedrycz, W
PB - John Willey and Sons
CY - Chichester
ER -