Matrix Methods in Data Mining and Pattern Recognition (Fundamentals of Algorithms) pdf epub mobi txt 电子书下载 2024

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Lars Eldén

Society for Industrial and Applied Mathematics

2007-04-09

184

USD 69.00

Paperback

9780898716269

图书标签: 数据挖掘 MATRIX 模式识别机器学习数学 DataMining 矩阵论矩阵

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发表于2024-11-05

Matrix Methods in Data Mining and Pattern Recognition (Fundamentals of Algorithms) epub 下载 mobi 下载 pdf 下载 txt 电子书下载 2024

Matrix Methods in Data Mining and Pattern Recognition (Fundamentals of Algorithms) pdf epub mobi txt 电子书下载 2024

图书描述

Several very powerful numerical linear algebra techniques are available for solving problems in data mining and pattern recognition. This application-oriented book describes how modern matrix methods can be used to solve these problems, gives an introduction to matrix theory and decompositions, and provides students with a set of tools that can be modified for a particular application. Part I gives a short introduction to a few application areas before presenting linear algebra concepts and matrix decompositions that students can use in problem-solving environments such as MATLAB. In Part II, linear algebra techniques are applied to data mining problems. Part III is a brief introduction to eigenvalue and singular value algorithms. The applications discussed include classification of handwritten digits, text mining, text summarization, pagerank computations related to the Google search engine, and face recognition. Exercises and computer assignments are available on a Web page that supplements the book.

Matrix Methods in Data Mining and Pattern Recognition (Fundamentals of Algorithms) 下载 mobi epub pdf txt 电子书