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Kernel Based Algorithms for Mining Huge Data Sets: Supervised, Semi-supervised, and Unsupervised Learning (Studies in Computational Intelligence) [Hardcover]

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Item description for Kernel Based Algorithms for Mining Huge Data Sets: Supervised, Semi-supervised, and Unsupervised Learning (Studies in Computational Intelligence) by Te-Ming Huang...

"Kernel Based Algorithms for Mining Huge Data Sets" is the first book treating the fields of supervised, semi-supervised and unsupervised machine learning collectively. The book presents both the theory and the algorithms for mining huge data sets by using support vector machines (SVMs) in an iterative way. It demonstrates how kernel based SVMs can be used for dimensionality reduction (feature elimination) and shows the similarities and differences between the two most popular unsupervised techniques, the principal component analysis (PCA) and the independent component analysis (ICA). The book presents various examples, software, algorithmic solutions enabling the reader to develop their own codes for solving the problems. The book is accompanied by a website for downloading both data and software for huge data sets modeling in a supervised and semisupervised manner, as well as MATLAB based PCA and ICA routines for unsupervised learning. The book focuses on a broad range of machine learning algorithms and it is particularly aimed at students, scientists, and practicing researchers in bioinformatics (gene microarrays), text-categorization, numerals recognition, as well as in the images and audio signals de-mixing (blind source separation) areas.





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Item Specifications...


Pages   260
Est. Packaging Dimensions:   Length: 9.4" Width: 6.2" Height: 0.8"
Weight:   1.15 lbs.
Binding  Hardcover
Release Date   Apr 13, 2006
Publisher   Springer
ISBN  3540316817  
ISBN13  9783540316817  


Availability  64 units.
Availability accurate as of May 23, 2017 04:53.
Usually ships within one to two business days from La Vergne, TN.
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Product Categories

1Books > Calendars > Arts
2Books > Special Features > New & Used Textbooks > Computer Science & Information Systems > Artificial Intelligence
3Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Computer Mathematics
4Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > General
5Books > Subjects > Computers & Internet > Computer Science > Artificial Intelligence > Machine Learning
6Books > Subjects > Computers & Internet > Databases > Data Storage & Management > Data Mining
7Books > Subjects > Computers & Internet > General
8Books > Subjects > Computers & Internet > Programming > Algorithms > General
9Books > Subjects > Professional & Technical > Professional Science > Mathematics > Applied > General
10Books > Subjects > Science > Mathematics > Applied > General
11Books > Subjects > Science > Mathematics > General



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