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Statistical Pattern Recognition, 2nd Edition

简体网页||繁体网页
Andrew R. Webb 作者
John Wiley & Sons
译者
2002-10-15 出版日期
514 页数
USD 75.00 价格
Paperback
丛书系列
9780470845141 图书编码

Statistical Pattern Recognition, 2nd Edition 在线电子书 图书标签: 模式识别  统计模式识别  机器学习  统计学习   


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Statistical Pattern Recognition, 2nd Edition 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

Statistical Pattern Recognition, 2nd Edition 在线电子书 epub 下载 mobi 下载 pdf 下载 txt 下载 2024

Statistical Pattern Recognition, 2nd Edition 在线电子书 pdf 下载 txt下载 epub 下载 mobi 下载 2024



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Statistical Pattern Recognition, 2nd Edition 在线电子书 图书描述

Statistical pattern recognition is a very active area of study and research, which has seen many advances in recent years. New and emerging applications - such as data mining, web searching, multimedia data retrieval, face recognition, and cursive handwriting recognition - require robust and efficient pattern recognition techniques. Statistical decision making and estimation are regarded as fundamental to the study of pattern recognition.

Statistical Pattern Recognition, Second Edition has been fully updated with new methods, applications and references. It provides a comprehensive introduction to this vibrant area - with material drawn from engineering, statistics, computer science and the social sciences - and covers many application areas, such as database design, artificial neural networks, and decision support systems.

* Provides a self-contained introduction to statistical pattern recognition.

* Each technique described is illustrated by real examples.

* Covers Bayesian methods, neural networks, support vector machines, and unsupervised classification.

* Each section concludes with a description of the applications that have been addressed and with further developments of the theory.

* Includes background material on dissimilarity, parameter estimation, data, linear algebra and probability.

* Features a variety of exercises, from 'open-book' questions to more lengthy projects.

The book is aimed primarily at senior undergraduate and graduate students studying statistical pattern recognition, pattern processing, neural networks, and data mining, in both statistics and engineering departments. It is also an excellent source of reference for technical professionals working in advanced information development environments.

For further information on the techniques and applications discussed in this book please visit www.statistical-pattern-recognition.net

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