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In the 1990s, a new type of learning algorithm was developed, based on results from statistical learning theory: the Support Vector Machine (SVM). This gave rise to a new class of theoretically elegant learning machines that use a central concept of SVMs -- -kernels--for a number of learning tasks. Kernel machines provide a modular framework that can be adapted to different tasks and domains by the choice of the kernel function and the base algorithm. They are replacing neural networks in a variety of fields, including engineering, information retrieval, and bioinformatics. Learning with Kernels provides an introduction to SVMs and related kernel methods. Although the book begins with the basics, it also includes the latest research. It provides all of the concepts necessary to enable a reader equipped with some basic mathematical knowledge to enter the world of machine learning using theoretically well-founded yet easy-to-use kernel algorithms and to understand and apply the powerful algorithms that have been developed over the last few years.
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Previews available in: English
Subjects
Kernel functions, Mathematical optimization, Algorithms, Machine learning, Support vector machines, Computer science, Artificial Intelligence, Apprentissage automatique, Algorithmes, Noyaux (Mathématiques), COMPUTERS, Enterprise Applications, Business Intelligence Tools, Intelligence (AI) & Semantics, Machine-learning, VectorcomputersShowing 2 featured editions. View all 2 editions?
Edition | Availability |
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1
Learning with kernels: support vector machines, regularization, optimization, and beyond
2002, MIT Press
in English
0262194759 9780262194754
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2
Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond (Adaptive Computation and Machine Learning)
December 15, 2001, The MIT Press
Hardcover
in English
- 1st edition
0262194759 9780262194754
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- Created April 30, 2008
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August 29, 2017 | Edited by MARC Bot | associate with existing work |
April 6, 2014 | Edited by ImportBot | Added IA ID. |
August 12, 2010 | Edited by IdentifierBot | added LibraryThing ID |
April 24, 2010 | Edited by Open Library Bot | Fixed duplicate goodreads IDs. |
April 30, 2008 | Created by an anonymous user | Imported from amazon.com record |