Learning with Kernels 2024 pdf epub mobi 电子书

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发表于2024-12-31

Learning with Kernels 2024 pdf epub mobi 电子书

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Even it's been published for many years, the majority materials really provide a detail introduction of kernel methods........

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It is an excellent book about learning with kernels. Another issue related to kernels is learning kernels, not learning with kernels. Kernel learning has a long history in research and is important in SVM because it has pretty theoretical properties.

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This book is a good introductory material for kernel-based machine learning tools. The first part provides an reviews on the required mathematic tools in decision theory (risk and lost functions), statical learning theory and optimization theory. I strongly...

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出版者:The MIT Press

作者:Bernhard Schlkopf

出品人:

页数:648

译者:

出版时间:2001-12-15

价格:USD 79.00

装帧:Hardcover

isbn号码:9780262194754

丛书系列:Adaptive Computation and Machine Learning

图书标签: 机器学习核方法 MachineLearning Kernels 支持向量机与核方法 kernel 数学支持向量机

Learning with Kernels 2024 pdf epub mobi 电子书图书描述

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.

Learning with Kernels 2024 pdf epub mobi 电子书

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