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High-Dimensional Regression Modeling: Methodology, Applications, and Software
Hardcover
Series: Chapman & Hall/CRC Texts in Statistical Science
Business GeneralGeneral ComputersProbability & Statistics
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ISBN13: 9781482249972
Publisher: Crc Pr Inc
Published: Mar 15 2024
Pages: 450
Language: English
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.
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