Learning with Kernels pdf epub mobi txt 电子书下载 2024

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Bernhard Schlkopf

The MIT Press

2001-12-15

648

USD 79.00

Hardcover

Adaptive Computation and Machine Learning

9780262194754

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

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发表于2024-11-21

Learning with Kernels epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Learning with Kernels pdf epub mobi txt 电子书下载 2024

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 下载 mobi epub pdf txt 电子书

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Learning with Kernels pdf epub mobi txt 电子书下载

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用户评价

评分☆☆☆☆☆

我觉得这本书的最大优势就是里面的notation都是数学家惯用的，看着太顺眼！再看看它的邻居TESL，里面的notation简直了！

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对于这个领域来说是经典。但是kernel这个领域本身属于歪门邪道

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Everything about kernels, based on Smola's PhD thesis

评分☆☆☆☆☆

对于这个领域来说是经典。但是kernel这个领域本身属于歪门邪道

评分☆☆☆☆☆

我觉得这本书的最大优势就是里面的notation都是数学家惯用的，看着太顺眼！再看看它的邻居TESL，里面的notation简直了！

读后感

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

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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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Learning with Kernels pdf epub mobi txt 电子书下载 2024