02896nam 2200565 450 99646640660331620230427115436.03-030-73480-310.1007/978-3-030-73480-0(CKB)4100000011996289(DE-He213)978-3-030-73480-0(MiAaPQ)EBC6696319(Au-PeEL)EBL6696319(OCoLC)1263871908(PPN)257355782(EXLCZ)99410000001199628920220425d2021 uy 0engurnn#008mamaatxtrdacontentcrdamediacrrdacarrierBootstrap methods with applications in R /Gerhard Dikta, Marsel Scheer1st ed. 2021.Cham, Switzerland :Springer,[2021]©20211 online resource (XVI, 256 p. 36 illus., 29 illus. in color.)3-030-73479-X Includes bibliographical references and index.Introduction -- Generating random numbers -- The classical bootstrap -- Bootstrap based tests -- Regression analysis -- Goodness of fit test for generalized linear models -- boot package -- s i mTool package -- boot GOF package -- Session Info -- Notation and References -- Index.This book provides a compact introduction to the bootstrap method. In addition to classical results on point estimation and test theory, multivariate linear regression models and generalized linear models are covered in detail. Special attention is given to the use of bootstrap procedures to perform goodness-of-fit tests to validate model or distributional assumptions. In some cases, new methods are presented here for the first time. The text is motivated by practical examples and the implementations of the corresponding algorithms are always given directly in R in a comprehensible form. Overall, R is given great importance throughout. Each chapter includes a section of exercises and, for the more mathematically inclined readers, concludes with rigorous proofs. The intended audience is graduate students who already have a prior knowledge of probability theory and mathematical statistics.Bootstrap (Estadística)thubProcessament de dadesthubR (Llenguatge de programació)thubR (Computer program language)Llibres electrònicsthubBootstrap (Estadística)Processament de dadesR (Llenguatge de programació)R (Computer program language)519.502855133Dikta Gerhard1955-1222488Scheer MarselMiAaPQMiAaPQMiAaPQBOOK996466406603316Bootstrap methods2835270UNISA