Stochastic Modeling of Scientific Data (Chapman & Hall/CRC Texts in Statistical Science) - Hardcover

Guttorp, Peter

 
9780412992810: Stochastic Modeling of Scientific Data (Chapman & Hall/CRC Texts in Statistical Science)
Hardcover
ISBN 10: 0412992817 ISBN 13: 9780412992810
Verlag: Chapman and Hall/CRC, 1995

Inhaltsangabe

This book investigates some simple stochastic models and shows how there is an interplay between the models and the science underlying the problem. It combines stochastic modeling and statistical inference in point processes, Markov random fields, and hidden Markov models.

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Über die Autorin bzw. den Autor

Guttorp\, Peter

Von der hinteren Coverseite

This text combines stochastic modeling and statistical inference in a variety of standard and less common models, such as point processes, Markov random fields and hidden Markov models, in a clear, thoughtful and succinct manner. The main distinguishing feature of this work is that, in addition to probability theory, it contains statistical aspects of model fitting and a variety of data sets that are either analysed in the text or used as exercises. Markov chain Monte Carlo methods are introduced for evaluating likelihoods in complicated models and the forward - backward algorithm for analysing hidden Markov models is presented. The numerous examples and exercises drawn from astronomy, geology, genetics, hydrology, neurophysiology and physics, make this an ideal textbook for researchers, neurophysiology and physics, make this an ideal textbook for researchers, lecturers and graduate students studying statistics and probability, especially applied probability and stochastic processes.

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Verlag
Chapman and Hall/CRC
Erscheinungsdatum
1995
Sprache
Englisch
ISBN 10 
0412992817
ISBN 13 
9780412992810
Einband
Tapa dura
Auflage
1
Anzahl der Seiten
386
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
Nicht verfügbar

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Softcover