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

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Kernel Based Algorithms for Mining Huge Data Sets: Supervised, Semi-supervised, and Unsupervised Learning (Studies in Computational Intelligence) ISBN  3540316817 Release Date  13 April 2006 Category  Computer Science Tags  kernel,   mining,   algorithm,   learning,   3540316817,   algorithms,   supervised,   machine learning,   intelligence,   computational,   text mining,   kernel methods,   linux kernel,   artificial intelligence,   data mining,   collective intelligence,   rough set,   linux kernel development,   swarm intelligence,   super,   data structures and algorithms in c++,   "studies in computational intelligence",   nature statistical learning theory,   fuzzy sets,   "mining",   This book @Amazon  View Tools Google Search Web flazx.com

Description "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. Other books on Computer Science Numerical Geometry of Non-Rigid Shapes (Monographs in Computer Science) Formal Modeling and Analysis of Timed Systems: 6th International Conference, FORMATS 2008, Saint Malo, France, September 15-17, 2008, Proceedings (Lecture Notes in Computer Science) Developments in Language Theory: 12th International Conference, DLT 2008, Kyoto, Japan, September 16-19, 2008, Proceedings (Lecture Notes in Computer Science) Transactions on Rough Sets VIII (Lecture Notes in Computer Science) Advances in Web Information Systems Engineering: WISE 2008 International Workshops, Auckland, New Zealand, September 1-4, 2008, Proceedings (Lecture Notes in Computer Science) Combinatorial Optimization and Applications: Second International Conference, COCOA 2008, St. John's, NL, Canada, August 21-24, 2008, Proceedings (Lecture Notes in Computer Science) Advances in Databases and Information Systems: 12th East European Conference, ADBIS 2008, Pori, Finland, September 5-9, 2008, Proceedings (Lecture Notes in Computer Science) Unconventional Computation: 7th International Conference, UC 2008, Vienna, Austria, August 25-28, 2008, Proceedings (Lecture Notes in Computer Science) Mathematical Foundations of Computer Science 2008: 33rd International Symposium, MFCS 2008, Torun, Poland, August 25-29, 2008, Proceedings (Lecture Notes in Computer Science) Smart Graphics: 9th International Symposium, SG 2008, Rennes, France, August 27-29, 2008, Proceedings (Lecture Notes in Computer Science) Engines of Logic: Mathematicians and the Origin of the Computer Secure Transaction Protocol Analysis: Models and Applications (Lecture Notes in Computer Science) Algebraic Biology: Third International Conference, AB 2008, Castle of Hagenberg, Austria, July 31-August 2, 2008, Proceedings (Lecture Notes in Computer Science) Embedded Computer Systems: Architectures, Modeling, and Simulation: 8th International Workshop, SAMOS 2008, Samos, Greece, July 21-24, 2008, Proceedings (Lecture Notes in Computer Science) Algebraic Methodology and Software Technology: 12th International Conference, AMAST 2008 Urbana, IL, USA, July 28-31, 2008, Proceedings (Lecture Notes in Computer Science)