Item type | Current location | Call number | Status | Date due | Barcode |
---|---|---|---|---|---|
Books | 519.535 MIR (Browse shelf) | Available | 031989 |
519.535 KRO Multivariate Humanities | 519.535 MAR Exploratory data analysis with MATLAB | 519.535 MIK Introduction to multivariable analysis : from vector to manifold | 519.535 MIR Core data analysis : summarization, correlation, and visualization | 519.535 MUI Aspects of multivariate statistical theory | 519.535 RAV First course in linear model theory. | 519.535 REI Multivariate reduced-rank regression : theory, methods and applications |
Includes bibliographical references and index.
This text examines the goals of data analysis with respect to enhancing knowledge, and identifies data summarization and correlation analysis as the core issues. Data summarization, both quantitative and categorical, is treated within the encoder-decoder paradigm bringing forward a number of mathematically supported insights into the methods and relations between them. Two Chapters describe methods for categorical summarization: partitioning, divisive clustering and separate cluster finding and another explain the methods for quantitative summarization, Principal Component Analysis and PageRank.
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