Knowledge Discovery with Support Vector Machines

Name: Knowledge Discovery with Support Vector Machines
Brand: John Wiley & Sons Inc
SKU: 9780470371923
Price: 762.51 RON
Availability: InStock

Autor: Lutz H. Hamel

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Legare: Copertă tare

Editura: John Wiley & Sons Inc

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762.51 lei

An easy-to-follow introduction to support vector machines This book provides an in-depth, easy-to-f...

Informații despre carte

Autor

Lutz H. Hamel

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2009

Pagini

262

EAN

9780470371923

ISBN

0470371927

Enbook ID

04882927

Editura

John Wiley & Sons Inc

Greutate

534

Dimensiuni

237 x 163 x 19

Descriere completă

An easy-to-follow introduction to support vector machines This book provides an in-depth, easy-to-follow introduction to support vector machines drawing only from minimal, carefully motivated technical and mathematical background material. It begins with a cohesive discussion of machine learning and goes on to cover: Knowledge discovery environments Describing data mathematically Linear decision surfaces and functions Perceptron learning Maximum margin classifiers Support vector machines Elements of statistical learning theory Multi-class classification Regression with support vector machines Novelty detection Complemented with hands-on exercises, algorithm descriptions, and data sets, Knowledge Discovery with Support Vector Machines is an invaluable textbook for advanced undergraduate and graduate courses. It is also an excellent tutorial on support vector machines for professionals who are pursuing research in machine learning and related areas.

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