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Cambridge University Press Kernel Methods for Pattern Analysis

Name: Kernel Methods for Pattern Analysis
Brand: Cambridge University Press
Price: 86.48 GBP
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Higher Education

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Kernel methods provide a powerful and unified framework for pattern discovery, motivating algorithms that can act on general types of data (e.g. strings, vectors or text) and look for general types of relations (e.g. rankings, classifications, regressions, clusters). The application areas range from neural networks and pattern recognition to machine learning and data mining. This book, developed from lectures and tutorials, fulfils two major roles: firstly it provides practitioners with a large toolkit of algorithms, kernels and solutions ready to use for standard pattern discovery problems in fields such as bioinformatics, text analysis, image analysis. Secondly it provides an easy introduction for students and researchers to the growing field of kernel-based pattern analysis, demonstrating with examples how to handcraft an algorithm or a kernel for a new specific application, and covering all the necessary conceptual and mathematical tools to do so.

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Brand: Cambridge University Press
Format: hardcover
ASIN: 0521813972
Category: Books > Subjects > Science, Nature & Maths > Mathematics > Education > Higher Education
Domain: Amazon UK
Release Date: 28 June 2004
Listed Since: 12 December 2006

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Cambridge University Press Kernel Methods for Pattern Analysis

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