03066nam 2200625Ia 450 991014319960332120220218125749.01-280-26492-697866102649260-470-34190-40-471-65406-X0-471-72118-2(CKB)111087027106960(EBL)219004(OCoLC)192099132(SSID)ssj0000155284(PQKBManifestationID)11152877(PQKBTitleCode)TC0000155284(PQKBWorkID)10112750(PQKB)10082301(MiAaPQ)EBC219004(PPN)190600756(EXLCZ)9911108702710696020000602d2000 uy 0engur|n|---|||||txtccrFinite mixture models[electronic resource] /Geoffrey McLachlan, David PeelNew York Wileyc20001 online resource (450 p.)Wiley series in probability and statistics. Applied probability and statistics sectionDescription based upon print version of record.0-471-00626-2 Includes bibliographical references (p. 349-393) and indexes.Contents; Preface; 1 General Introduction; 2 ML Fitting of Mixture Models; 3 Multivariate Normal Mixtures; 4 Bayesian Approach to Mixture Analysis; 5 Mixtures with Nonnormal Components; 6 Assessing the Number of Components in Mixture Models; 7 Multivariate t Mixtures; 8 Mixtures of Factor Analyzers; 9 Fitting Mixture Models to Binned Data; 10 Mixture Models for Failure-Time Data; 11 Mixture Analysis of Directional Data; 12 Variants of the EM Algorithm for Large Databases; 13 Hidden Markov Models; Appendix: Mixture Software; References; Author Index; Subject IndexAn up-to-date, comprehensive account of major issues in finite mixture modelingThis volume provides an up-to-date account of the theory and applications of modeling via finite mixture distributions. With an emphasis on the applications of mixture models in both mainstream analysis and other areas such as unsupervised pattern recognition, speech recognition, and medical imaging, the book describes the formulations of the finite mixture approach, details its methodology, discusses aspects of its implementation, and illustrates its application in many common statistical contexts.Major issWiley series in probability and statistics.Applied probability and statistics.Mixture distributions (Probability theory)MathematicsMixture distributions (Probability theory)Mathematics.519519.2519.532McLachlan Geoffrey J.1946-27687Peel David1971-437642MiAaPQMiAaPQMiAaPQBOOK9910143199603321Finite mixture models65233UNINA