03515nam 22007215 450 991029976680332120251116135013.09783319189680331918968910.1007/978-3-319-18968-0(CKB)3710000000434251(EBL)2096787(SSID)ssj0001524808(PQKBManifestationID)11869176(PQKBTitleCode)TC0001524808(PQKBWorkID)11484398(PQKB)11344132(DE-He213)978-3-319-18968-0(MiAaPQ)EBC2096787(PPN)186400268(EXLCZ)99371000000043425120150617d2015 u| 0engur|n|---|||||txtccrBayesian Nonparametric Data Analysis /by Peter Müller, Fernando Andres Quintana, Alejandro Jara, Tim Hanson1st ed. 2015.Cham :Springer International Publishing :Imprint: Springer,2015.1 online resource (203 p.)Springer Series in Statistics,2197-568XDescription based upon print version of record.9783319189673 3319189670 Includes bibliographical references and index at the end of each chapters.Preface -- Acronyms -- 1.Introduction -- 2.Density Estimation - DP Models -- 3.Density Estimation - Models Beyond the DP -- 4.Regression -- 5.Categorical Data -- 6.Survival Analysis -- 7.Hierarchical Models -- 8.Clustering and Feature Allocation -- 9.Other Inference Problems and Conclusions -- Appendix: DP package.This book reviews nonparametric Bayesian methods and models that have proven useful in the context of data analysis. Rather than providing an encyclopedic review of probability models, the book’s structure follows a data analysis perspective. As such, the chapters are organized by traditional data analysis problems. In selecting specific nonparametric models, simpler and more traditional models are favored over specialized ones. The discussed methods are illustrated with a wealth of examples, including applications ranging from stylized examples to case studies from recent literature. The book also includes an extensive discussion of computational methods and details on their implementation. R code for many examples is included in on-line software pages.Springer Series in Statistics,2197-568XStatisticsMathematical statisticsData processingBiometryStatistical Theory and MethodsStatistics and ComputingBiostatisticsStatistics.Mathematical statisticsData processing.Biometry.Statistical Theory and Methods.Statistics and Computing.Biostatistics.519.542Müller Peterauthttp://id.loc.gov/vocabulary/relators/aut555240Quintana Fernando Andrésauthttp://id.loc.gov/vocabulary/relators/autJara Alejandroauthttp://id.loc.gov/vocabulary/relators/autHanson Timauthttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910299766803321Bayesian Nonparametric Data Analysis2540385UNINA