Finite Mixture Models (Wiley Series in Probability and Statistics)

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9780471006268: Finite Mixture Models (Wiley Series in Probability and Statistics)
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"This is an excellent book... I enjoyed reading this book. I recommend it highly to both mathematical and applied statisticians. (Technometrics, February 2002) "the material covered is so wide that it will make this book a standard reference for the forthcoming years." (Zentralblatt MATH, Vol.963, No.13, 2001) "This book is excellent reading...should also serve as an excellent handbook on mixture modelling..." (Mathematical Reviews, 2002b) "...contains valuable information about mixtures for researchers..." (Journal of Mathematical Psychology, 2002) "...a masterly overview of the area...It is difficult to ask for more and there is no doubt that McLachlan and Peel's book will be the standard reference on mixture models for many years to come." (Statistical Methods in Medical Research, Vol. 11, 2002) "...they are to be congratulated on the extent of their achievement..." (The Statistician, Vol.51, No.3)

Reseña del editor:

An up-to-date, comprehensive account of major issues in finite mixture modeling This 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 issues discussed in this book include identifiability problems, actual fitting of finite mixtures through use of the EM algorithm, properties of the maximum likelihood estimators so obtained, assessment of the number of components to be used in the mixture, and the applicability of asymptotic theory in providing a basis for the solutions to some of these problems. The author also considers how the EM algorithm can be scaled to handle the fitting of mixture models to very large databases, as in data mining applications. This comprehensive, practical guide: Provides more than 800 references-40 per cent published since 1995 Includes an appendix listing available mixture software Links statistical literature with machine learning and pattern recognition literature Contains more than 100 helpful graphs, charts, and tables Finite Mixture Models is an important resource for both applied and theoretical statisticians as well as for researchers in the many areas in which finite mixture models can be used to analyze data.

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1.

Geoffrey J. McLachlan, David Peel
Editorial: John Wiley and Sons Ltd, United States (2000)
ISBN 10: 0471006262 ISBN 13: 9780471006268
Nuevos Tapa dura Cantidad: 1
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The Book Depository
(London, Reino Unido)
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Descripción John Wiley and Sons Ltd, United States, 2000. Hardback. Estado de conservación: New. New.. 238 x 160 mm. Language: English . Brand New Book. An up-to-date, comprehensive account of major issues in finite mixture modeling This 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 issues discussed in this book include identifiability problems, actual fitting of finite mixtures through use of the EM algorithm, properties of the maximum likelihood estimators so obtained, assessment of the number of components to be used in the mixture, and the applicability of asymptotic theory in providing a basis for the solutions to some of these problems. The author also considers how the EM algorithm can be scaled to handle the fitting of mixture models to very large databases, as in data mining applications. This comprehensive, practical guide: Provides more than 800 references-40 per cent published since 1995 Includes an appendix listing available mixture software Links statistical literature with machine learning and pattern recognition literature Contains more than 100 helpful graphs, charts, and tables Finite Mixture Models is an important resource for both applied and theoretical statisticians as well as for researchers in the many areas in which finite mixture models can be used to analyze data. Nº de ref. de la librería AAH9780471006268

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Geoffrey McLachlan
Editorial: Wileyand#8211;Blackwell (2000)
ISBN 10: 0471006262 ISBN 13: 9780471006268
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Descripción Wileyand#8211;Blackwell, 2000. HRD. Estado de conservación: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Nº de ref. de la librería FW-9780471006268

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Geoffrey J. McLachlan, David Peel
Editorial: John Wiley and Sons Ltd, United States (2000)
ISBN 10: 0471006262 ISBN 13: 9780471006268
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Descripción John Wiley and Sons Ltd, United States, 2000. Hardback. Estado de conservación: New. New.. 238 x 160 mm. Language: English . Brand New Book. An up-to-date, comprehensive account of major issues in finite mixture modeling This 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 issues discussed in this book include identifiability problems, actual fitting of finite mixtures through use of the EM algorithm, properties of the maximum likelihood estimators so obtained, assessment of the number of components to be used in the mixture, and the applicability of asymptotic theory in providing a basis for the solutions to some of these problems. The author also considers how the EM algorithm can be scaled to handle the fitting of mixture models to very large databases, as in data mining applications. This comprehensive, practical guide: Provides more than 800 references-40 per cent published since 1995 Includes an appendix listing available mixture software Links statistical literature with machine learning and pattern recognition literature Contains more than 100 helpful graphs, charts, and tables Finite Mixture Models is an important resource for both applied and theoretical statisticians as well as for researchers in the many areas in which finite mixture models can be used to analyze data. Nº de ref. de la librería AAH9780471006268

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Geoffrey McLachlan
ISBN 10: 0471006262 ISBN 13: 9780471006268
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Descripción 2000. Hardcover. Estado de conservación: New. 1st. 164mm x 26mm x 243mm. Hardcover. An up-to-date, comprehensive account of major issues in finite mixture modeling This volume provides an up-to-date account of the theory and applications of modeling via finite mixture dis.Shipping may be from multiple locations in the US or from the UK, depending on stock availability. 456 pages. 0.767. Nº de ref. de la librería 9780471006268

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Geoffrey McLachlan, David Peel
Editorial: Wiley-Interscience (2000)
ISBN 10: 0471006262 ISBN 13: 9780471006268
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Descripción Wiley-Interscience, 2000. Hardcover. Estado de conservación: New. 1. Nº de ref. de la librería DADAX0471006262

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McLachlan, Geoffrey; Peel, David
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Descripción Wiley-Interscience, 2000. Hardcover. Estado de conservación: New. book. Nº de ref. de la librería 0471006262

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McLachlan, Geoffrey, Peel, David
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Descripción Wiley-Interscience, 2000. Hardcover. Estado de conservación: New. Nº de ref. de la librería P110471006262

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Descripción 2000. Hardcover. Estado de conservación: New. 1st. 164mm x 26mm x 243mm. Hardcover. An up-to-date, comprehensive account of major issues in finite mixture modeling This volume provides an up-to-date account of the theory and applications of modeling via finit.Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability. 456 pages. 0.767. Nº de ref. de la librería 9780471006268

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McLachlan, Geoffrey J./ Peel, David
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Descripción Wiley-Interscience, 2000. Hardcover. Estado de conservación: Brand New. 1st edition. 419 pages. 9.25x6.25x1.00 inches. In Stock. Nº de ref. de la librería __0471006262

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Geoffrey McLachlan
Editorial: Wiley-Blackwell (2000)
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Descripción Wiley-Blackwell, 2000. Hardcover. Estado de conservación: New. 16.1 x 24.1 cm. Our orders are sent from our warehouse locally or directly from our international distributors to allow us to offer you the best possible price and delivery time. Book. Nº de ref. de la librería MM-60411992

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