{"product_id":"9783030291631","title":"Springer Texts in Statistics: Statistical Learning and Dependent Data","description":"\u003ch1\u003eSpringer Texts in Statistics: Statistical Learning and Dependent Data\u003c\/h1\u003e \u003ch2\u003eChristensen, Ronald\u003c\/h2\u003e \u003cp\u003eNow in its third edition, this companion volume to Ronald Christensen’s\u003cem\u003e Plane \u003c\/em\u003e\u003ci\u003e\u003cem\u003eAnswers to Complex Questions\u003c\/em\u003e\u003c\/i\u003e uses three fundamental concepts from standard linear model theory—best linear prediction, projections, and Mahalanobis distance— to extend standard linear modeling into the realms of Statistical Learning and Dependent Data.  \u003c\/p\u003e\u003cdiv\u003e\n\u003cbr\u003eThis new edition features a wealth of new and revised content.  In Statistical Learning it delves into nonparametric regression, penalized estimation (regularization), reproducing kernel Hilbert spaces, the kernel trick, and support vector machines.  For Dependent Data it uses linear model theory to examine general linear models, linear mixed models, time series, spatial data, (generalized) multivariate linear models, discrimination, and dimension reduction.  While numerous references to \u003cem\u003ePlane Answers\u003c\/em\u003e are made throughout the volume, \u003cem\u003eAdvanced Linear Modeling\u003c\/em\u003e can be used on its own given a solid background in linear models.  Accompanying R code for the analyses is available online.\u003c\/div\u003e \u003ch3\u003eDetails\u003c\/h3\u003e \u003cp\u003ePublished by: Springer\u003c\/p\u003e \u003cp\u003ePublication Date: 2019-12-20\u003c\/p\u003e \u003cp\u003eFormat: Hardcover\u003c\/p\u003e \u003cp\u003eISBN-13: 9783030291631\u003c\/p\u003e \u003cp\u003eDOI: 10.1007\/978-3-030-29164-8\u003c\/p\u003e \u003cp\u003eDimensions: 235cm x155cm\u003c\/p\u003e \u003cp\u003ePages: 608\u003c\/p\u003e ","brand":"Springer International Publishing","offers":[{"title":"Default Title","offer_id":45937794973836,"sku":"9783030291631","price":116.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0710\/9545\/1788\/files\/9783030291631.jpg?v=1775732394","url":"https:\/\/lateknightbooks.com\/products\/9783030291631","provider":"Late Knight Books and Services, LLC","version":"1.0","type":"link"}