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High-Dimensional Regression Modeling

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High-Dimensional Regression Modeling Synopsis

This book covers the methodology, applications, and software used in high-dimensional regression modeling. Data collected in many fields is high-dimensional in the sense that many characteristics, or features, are recorded for each observation. The collection of this kind of data is a relatively recent phenomenon, and it poses many challenges that traditional statistical methods have proven incapable of addressing. During the past decade, penalized regression models have become a widespread and important tool for analyzing these kinds of data sets.

About This Edition

ISBN: 9781482249972
Publication date:
Author: Patrick Breheny, Jian Huang
Publisher: Chapman & Hall/CRC an imprint of CRC Press
Format: Hardback
Pagination: 450 pages
Series: Chapman & Hall/CRC Texts in Statistical Science
Genres: Probability and statistics
Automatic control engineering

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