{"product_id":"270243","title":"Gareth James | AN INTRODUCTION TO STATISTICAL LEARNING","description":"\u003cp\u003e\u003cb\u003eAN INTRODUCTION TO\u003c\/b\u003e Statistical Learning provides an accessible overview of the field of statistical learning, an essential toolset for making sense of the vast and complex data sets that have emerged in fields ranging from biology to finance to marketing to astrophysics in the past twenty years. This book presents some of the most important modeling and prediction techniques, along with relevant applications. Topics include linear regression, classification, resampling methods, shrinkage approaches, tree-based methods, support vector machines, clustering, deep learning, survival analysis, multiple testing, and more. Color graphics and real-world examples are used to illustrate the methods presented. Since the goal of this textbook is to facilitate the use of these statistical learning techniques by practitioners in science, industry, and other fields, each chapter contains a tutorial on implementing the analyses and methods presented in R, an extremely popular open source statistical software platform.\u003cbr\u003e\u003cbr\u003eTwo of the authors co-wrote The Elements of Statistical Learning (Hastie, Tibshirani and Friedman, 2nd edition 2009), a popular reference book for statistics and machine learning researchers. An Introduction to Statistical Learning covers many of the same topics, but at a level accessible to a much broader audience. This book is targeted at statisticians and non-statisticians alike who wish to use cutting-edge statistical learning techniques to analyze their data. The text assumes only a previous course in linear regression and no knowledge of matrix algebra.\u003cbr\u003e\u003cbr\u003eThis Second Edition features new chapters on deep learning, survival analysis, and multiple testing, as well as expanded treatments of naive Bayes, generalized linear models, Bayesian additive regression trees, and matrix completion. R code has been updated throughout to ensure compatibility.\u003c\/p\u003e\u003cbr\u003e\u003cdiv style=\"padding: 0 20px 0 20px; border: thin solid #000000;\"\u003e\u003cp style=\"font-size: smaller;\"\u003e\u003cb\u003eBindning:\u003c\/b\u003e Häftad. 8:o (155x235 mm) \u003cb\u003eÅr:\u003c\/b\u003e 2021. \u003cb\u003eOmfång:\u003c\/b\u003e 608 s. \u003cb\u003eISBN:\u003c\/b\u003e 9781071614204. \u003cb\u003eSpråk:\u003c\/b\u003e Engelska\u003c\/p\u003e\u003c\/div\u003e\u003cbr\u003e\u003cbutton class=\"product-form__submit button button--full-width \" onclick=\"window.location.href='\/search?q=title:James%2BGareth%2BAn%2BIntroduction%2Bto%2BStatistical%2BLearning'\"\u003eSök fler exemplar av denna bok\u003c\/button\u003e\u003cbutton class=\"product-form__submit button button--full-width \" onclick=\"window.location.href='\/search?q=title:Gareth%2BJames'\"\u003eFler böcker av Gareth James\u003c\/button\u003e \u003cbr\u003e\u003cdiv style=\"padding: 0 20px 0 20px; border: thin solid #000000;\"\u003e\n\u003cp style=\"font-size: smaller; font-weight:bold;\"\u003eAnvänd gärna länkarna nedan för att hitta liknande böcker.\u003c\/p\u003e\n\u003cp style=\"font-size: smaller;\"\u003e\u003cb\u003eFörfattare:\u003c\/b\u003e \u003ca href=\"\/search?q=title:James+Gareth\"\u003eJames, Gareth\u003c\/a\u003e \u003cbr\u003e\u003cb\u003eTitel:\u003c\/b\u003e \u003ca href=\"\/search?q=title:An+Introduction+to+Statistical+Learning\"\u003eAn Introduction to Statistical Learning\u003c\/a\u003e \u003cbr\u003e\u003cb\u003eFörlag:\u003c\/b\u003e \u003ca href=\"\/search?q=vendor:Springer+International+Publish\"\u003eSpringer International Publish\u003c\/a\u003e \u003cbr\u003e\u003cb\u003eSerie:\u003c\/b\u003e \u003ca href=\"\/search?q=SPRINGER+TEXTS+IN+STATISTICS\"\u003eSPRINGER TEXTS IN STATISTICS\u003c\/a\u003e \u003cbr\u003e\u003cb\u003eArtikelnr:\u003c\/b\u003e 270243\u003c\/p\u003e\n\u003c\/div\u003e","brand":"Springer International Publish","offers":[{"title":"Förlagsny bok \/ Häftad","offer_id":44860972990731,"sku":"270243","price":1438.0,"currency_code":"SEK","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0651\/8856\/1163\/files\/no_image_78d6a46b-0e81-469d-93ac-09e1afc6203e.jpg?v=1719878175","url":"https:\/\/bok.hstrom.se\/products\/270243","provider":"bok.hstrom.se | Antikvariat \u0026 Bokhandel","version":"1.0","type":"link"}