Knowledge Discovery with Support Vector Machines pdf epub mobi txt 电子书下载 2024

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Lutz H. Hamel

Wiley-Interscience

2009-8-3

246

USD 126.00

Hardcover

9780470371923

图书标签: AI

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发表于2024-09-22

Knowledge Discovery with Support Vector Machines epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Knowledge Discovery with Support Vector Machines pdf epub mobi txt 电子书下载 2024

图书描述

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.

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