Knowledge Discovery with Support Vector Machines

Knowledge Discovery with Support Vector Machines pdf epub mobi txt 电子书 下载 2025

出版者:Wiley-Interscience
作者:Lutz H. Hamel
出品人:
页数:246
译者:
出版时间:2009-8-3
价格:USD 126.00
装帧:Hardcover
isbn号码:9780470371923
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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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