E-books in Russian and English



<<< >>>

Welcome
(El Monte, California, United States)

 


Enter · Register · Search

 
 
   
 
 
 
« Февраль 2009 »
Пн Вт Ср Чт Пт Сб Вс
 1
2345678
9101112131415
16171819202122
232425262728 
 
One Week Top10:
 2  3   4

date: 8 февраля 2009 / author: izograv / views: 887 / comments: 0

Clustering by Rui Xu and Don Wunsch



This is the first book to take a truly comprehensive look at clustering. It begins with an introduction to cluster analysis and goes on to explore: proximity measures; hierarchical clustering; partition clustering; neural network-based clustering; kernel-based clustering; sequential data clustering; large-scale data clustering; data visualization and high-dimensional data clustering; and cluster validation. The authors assume no previous background in clustering and their generous inclusion of examples and references help make the subject matter comprehensible for readers of varying levels and backgrounds.

From two of the best-known experts in the field comes the first book to take a truly comprehensive look at clustering. The book begins with a complete introduction to cluster analysis in which readers will become familiarized with classification and clustering; definition of clusters; clustering applications; and the literature of clustering algorithms. The authors then present a detailed outline of the book's content and go on to explore:

* Proximity measures
* Hierarchical clustering
* Partition clustering
* Neural network-based clustering
* Kernel-based clustering
* Sequential data clustering
* Large-scale data clustering
* Data visualization and high-dimensional data clustering
* Cluster validation

The authors assume no previous background in clustering and their generous inclusion of examples and references help make the subject matter comprehensible for readers of varying levels and backgrounds. The book is intended as a professional reference for computer scientists and applied mathematicians working with data-intensive applications, and for computational intelligence researchers who use clustering for feature selection or data reduction. Its selection of homework exercises also makes it appropriate as a textbook for graduate students in mathematics, science, and engineering.



 

Comments: 0

 
 
Year Top:
2011
2010
2009
2008
2007
2006
 
  

 


 

Design/Web/Support/Anti-Leech by izograv @ yandex.ru
Optimized for Firefox | Anti-Leech tested on IE, Firefox, Reget