{"product_id":"partial-least-squares-regression-r-dennis-cook-9781032773186","title":"Partial Least Squares Regression: And Related Dimension Reduction Methods","description":"\u003cp\u003ePartial least squares (PLS) regression is, at its historical core, a black-box algorithmic method for dimension reduction and prediction based on an underlying linear relationship between a possibly vector-valued response and a number of predictors.\u003c\/p\u003e\u003cp\u003eThrough envelopes, much more has been learned about PLS regression, resulting in a mass of information that allows an envelope bridge that takes PLS regression from a black-box algorithm to a core statistical paradigm based on objective function optimization and, more generally, connects the applied sciences and statistics in the context of PLS. This book focuses on developing this bridge. It also covers uses of PLS outside of linear regression, including discriminant analysis, non-linear regression, generalized linear models and dimension reduction generally.\u003c\/p\u003e\u003cp\u003eKey Features: \u003c\/p\u003e\u003cp\u003e- Showcases the first serviceable method for studying high-dimensional regressions.\u003c\/p\u003e\u003cp\u003e- Provides necessary background on PLS and its origin.\u003c\/p\u003e\u003cp\u003e- R and Python programs are available for nearly all methods discussed in the book.\u003c\/p\u003e\u003cp\u003eThis book can be used as a reference and as a course supplement at the Master's level in Statistics and beyond. It will be of interest to both statisticians and applied scientists.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e R. Dennis Cook, Liliana Forzani\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1032773189\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781032773186\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e CRC Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 07\/17\/2024\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 412\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Hardcover\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.76lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.21h x 6.14w x 1.00d","brand":"R. Dennis Cook","offers":[{"title":"Hardcover","offer_id":46739139231999,"sku":"9781032773186","price":100.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_bd8cf4bc-fa5a-4a3b-b274-52320698d453.jpg?v=1743277332","url":"https:\/\/www.whiterainbookhouse.com\/products\/partial-least-squares-regression-r-dennis-cook-9781032773186","provider":"WR Book House","version":"1.0","type":"link"}