Thomas M. Cover 和 Joy A. Thomas 所著的《信息论基础》（《Elements Of Information Theory》）第一版的习题解答

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elements of applied bifurcation数据中的经典教材

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信息论经典教材，第二版英文版。（美）科弗（Cover，T.M.），（美）托马斯（Thomas，J.A.）　著 主要内容包括：熵、信源、信道容量、率失真、数据压缩与编码理论和复杂度理论等方面的介绍。

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During the past decade there has been an explosion in computation and information technology. With it have come vast amounts of data in a variety of fields such as medicine, biology, finance, and marketing. The challenge of understanding these data has led to the development of new tools in the field of statistics, and spawned new areas such as data mining, machine learning, and bioinformatics. Many of these tools have common underpinnings but are often expressed with different terminology. This book describes the important ideas in these areas in a common conceptual framework. While the approach is statistical, the emphasis is on concepts rather than mathematics. Many examples are given, with a liberal use of color graphics. It is a valuable resource for statisticians and anyone interested in data mining in science or industry. The book's coverage is broad, from supervised learning (prediction) to unsupervised learning. The many topics include neural networks, support vector machines, classification trees and boosting---the first comprehensive treatment of this topic in any book. This major new edition features many topics not covered in the original, including graphical models, random forests, ensemble methods, least angle regression & path algorithms for the lasso, non-negative matrix factorization, and spectral clustering. There is also a chapter on methods for 'wide' data (p bigger than n), including multiple testing and false discovery rates.

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Design Patterns - Elements of Reusable Object-Oriented Software [English] Design Patterns 英文版 带书签 解压密码:123456