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Learning From Data. Concepts, Theory, And Methods (Adaptive and Learning Systems for Signal Processing, Communications and conTrol Series) - Hardcover
Inhaltsangabe
Book by Cherkassky Vladimir Mulier Filip M
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Críticas
"...contains considerable information on the concept of statistical learning theory... However, some may find its presentation difficult to follow..." (Technometrics, February, 2001) "...well readable..." (Zentralblatt Math, Vol.960, No.10 2001)
Reseña del editor
An interdisciplinary framework for learning methodologies-covering statistics, neural networks, and fuzzy logic This book provides a unified treatment of the principles and methods for learning dependencies from data. It establishes a general conceptual framework in which various learning methods from statistics, neural networks, and fuzzy logic can be applied-showing that a few fundamental principles underlie most new methods being proposed today in statistics, engineering, and computer science. Complete with over one hundred illustrations, case studies, and examples, Learning from Data: Relates statistical formulation with the latest methodologies used in artificial neural networks, fuzzy systems, and wavelets Features consistent terminology, chapter summaries, and practical research tips Emphasizes the conceptual framework provided by Statistical Learning Theory (VC-theory) rather than its commonly practiced mathematical aspects Provides a detailed description of the new learning methodology called Support Vector Machines (SVM) This invaluable text/reference accommodates both beginning and advanced graduate students in engineering, computer science, and statistics. It is also indispensable for researchers and practitioners in these areas who must understand the principles and methods for learning dependencies from data.
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- VerlagWiley
- Erscheinungsdatum1998
- ISBN 10 0471154938
- ISBN 13 9780471154938
- EinbandTapa dura
- SpracheEnglisch
- Anzahl der Seiten441
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Learning from Data: Concepts, Theory, and Methods
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Hardcover. Zustand: Very Good. No Jacket. May have limited writing in cover pages. Pages are unmarked. ~ ThriftBooks: Read More, Spend Less 1.7. Bestandsnummer des Verkäufers G0471154938I4N00
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Adaptive and Learning Systems for Signal Processing, Communications and Control: Learning from Data: Concepts, Theory, and Methods
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Zustand: Poor. This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. Book contains pencil markings. In poor condition, suitable as a reading copy. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,850grams, ISBN:9780471154938. Bestandsnummer des Verkäufers 8676633
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