Probability for Statistics and Machine Learning

Anirban DasGupta

ISBN 10: 1441996338 / ISBN 13: 9781441996336

Editore: Springer, 2011

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pp. 804.

Codice articolo 263022908

Dati bibliografici

• Titolo: Probability for Statistics and Machine Learning
• Editore: Springer
• Data di pubblicazione: 2011
• Lingua: Inglese
• ISBN 10: 1441996338
• ISBN 13: 9781441996336
• Rilegatura: Rilegato
• Condizione: New

Descrizione articolo

Riassunto

<p>This book provides a versatile and lucid treatment of classic as well as modern probability theory, while integrating them with core topics in statistical theory and also some key tools in machine learning. It is written in an extremely accessible style, with elaborate motivating discussions and numerous worked out examples and exercises. The book has 20 chapters on a wide range of topics, 423 worked out examples, and 808 exercises. It is unique in its unification of probability and statistics, its coverage and its superb exercise sets, detailed bibliography, and in its substantive treatment of many topics of current importance.</p><p>This book can be used as a text for a year long graduate course in statistics, computer science, or mathematics, for self-study, and as an invaluable research reference on probabiliity and its applications. Particularly worth mentioning are the treatments of distribution theory, asymptotics, simulation and Markov Chain Monte Carlo, Markov chains and martingales, Gaussian processes, VC theory, probability metrics, large deviations, bootstrap, the EM algorithm, confidence intervals, maximum likelihood and Bayes estimates, exponential families, kernels, and Hilbert spaces, and a self contained complete review of univariate probability.</p>

Informazioni sull?autore

Anirban DasGupta has been professor of statistics at Purdue University since 1994. He is the author of Springer's <i>Asymptotic Theory of Probability and Statistics</i>, and <i>Fundamentals of Probability, A First Course</i>. He is an associate editor of the <i>Annals of Statistics </i>and has also served on the editorial boards of <i>JASA</i>, <i>Journal of Statistical Planning and Inference</i>, <i>International Statistical Review</i>, <i>Statistics Surveys</i>, <i>Sankhya</i>, and <i>Metrika</i>. He has edited four research monographs, and has recently edited the selected works of Debabrata Basu. He was elected a Fellow of the IMS in 1993, is a former member of the IMS Council, and has authored a total of 105 monographs and research articles.