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Finite mixture models [[electronic resource] /] / Geoffrey McLachlan, David Peel



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Autore: McLachlan Geoffrey J. <1946-> Visualizza persona
Titolo: Finite mixture models [[electronic resource] /] / Geoffrey McLachlan, David Peel Visualizza cluster
Pubblicazione: New York, : Wiley, c2000
Descrizione fisica: 1 online resource (450 p.)
Disciplina: 519
519.2
519.532
Soggetto topico: Mixture distributions (Probability theory)
Mathematics
Altri autori: PeelDavid <1971->  
Note generali: Description based upon print version of record.
Nota di bibliografia: Includes bibliographical references (p. 349-393) and indexes.
Nota di contenuto: 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 Index
Sommario/riassunto: An 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 iss
Titolo autorizzato: Finite mixture models  Visualizza cluster
ISBN: 1-280-26492-6
9786610264926
0-470-34190-4
0-471-65406-X
0-471-72118-2
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: 9910830949803321
Lo trovi qui: Univ. Federico II
Opac: Controlla la disponibilità qui
Serie: Wiley series in probability and statistics. . -Applied probability and statistics.