Computational Statistics Handbook with MATLAB, 3/e (Hardcover)

Wendy L. Martinez, Angel R. Martinez

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商品描述

A Strong Practical Focus on Applications and Algorithms
Computational Statistics Handbook with MATLAB®, Third Edition covers today’s most commonly used techniques in computational statistics while maintaining the same philosophy and writing style of the bestselling previous editions. The text keeps theoretical concepts to a minimum, emphasizing the implementation of the methods.

New to the Third Edition
This third edition is updated with the latest version of MATLAB and the corresponding version of the Statistics and Machine Learning Toolbox. It also incorporates new sections on the nearest neighbor classifier, support vector machines, model checking and regularization, partial least squares regression, and multivariate adaptive regression splines.

Web Resource
The authors include algorithmic descriptions of the procedures as well as examples that illustrate the use of algorithms in data analysis. The MATLAB code, examples, and data sets are available online.

商品描述(中文翻譯)

《MATLAB計算統計手冊(第三版)》強調應用和算法的實際重點,同時保持了暢銷前幾版的哲學和寫作風格。本書將理論概念降到最低,強調方法的實施。

第三版更新了MATLAB的最新版本以及相應的統計和機器學習工具箱版本。它還增加了最近鄰分類器、支持向量機、模型檢查和正則化、偏最小二乘回歸和多變量自適應回歸樣條等新節。

作者提供了算法描述和示例,以說明算法在數據分析中的應用。MATLAB代碼、示例和數據集可在網上獲得。