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High-Dimensional Regression Modeling: Methodology, Applications, and Software (Chapman & Hall/CRC Texts in Statistical Science)

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.

著者:Patrick Breheny Jian Huang
Isbn 10:1482249979
Isbn 13:978-1482249972
によって公開:2024/3/15
出版社:Chapman and Hall/CRC
言語 High-Dimensional Regression Modeling: Methodology, Applications, and Software (Chapman & Hall/CRC Texts in Statistical Science):英語