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ISBN 10: 107164131X ISBN 13: 9781071641316
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Taschenbuch. Zustand: Neu. Statistical Modeling and Computation | Dirk P. Kroese (u. a.) | Taschenbuch | xx | Englisch | 2016 | Springer | EAN 9781493953325 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.
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Verlag: Springer US, Springer New York Mär 2025, 2025
ISBN 10: 107164131X ISBN 13: 9781071641316
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Buch. Zustand: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -This book, Statistical Modeling and Computation, provides a unique introduction to modern statistics from both classical and Bayesian perspectives. It also offers an integrated treatment of mathematical statistics and modern statistical computation, emphasizing statistical modeling, computational techniques, and applications.The 2nd edition changes the programming language used in the text from MATLAB to Julia. For all examples with computing components, the authors provide data sets and their own Julia codes. The new edition features numerous full color graphics to illustrate the concepts discussed in the text, and adds three entirely new chapters on a variety of popular topics, including:Regularization and the Lasso regressionBayesian shrinkage methodsNonparametric statistical testsSplines and the Gaussian process regressionJoshua C. C. Chanis Professor of Economics,andholds the endowed Olson Chair at Purdue University. He is an elected fellow at the International Association for Applied Econometricsandserved as Chair for the Economics, FinanceandBusiness Section of the International Society for Bayesian Analysis from 2020-2022. His research focuses on building new high-dimensional time-series modelsanddeveloping efficient estimation methods for these models. He has published over 50 papers in peer-reviewed journals, including some top-field journals such asJournal of Econometrics,Journal of the AmericanStatisticalAssociationandJournal of BusinessandEconomic Statistics.Dirk Kroese is Professor of Mathematics and Statistics at the University of Queensland. He is known for his significant contributions to the fields of applied probability, mathematical statistics, machine learning, and Monte Carlo methods. He has published over 140 articles and 7 books. He is a pioneer of the well-known Cross-Entropy (CE) method, which is being used around the world to help solve difficult estimation and optimization problems in science, engineering, and finance. In addition to his scholarly contributions, Dirk Kroese is recognized for his role as an educator and mentor, having supervised and inspired numerous students and researchers. 516 pp. Englisch.
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ISBN 10: 149395332X ISBN 13: 9781493953325
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Sprache: Englisch
Verlag: Springer, Springer Aug 2016, 2016
ISBN 10: 149395332X ISBN 13: 9781493953325
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Taschenbuch. Zustand: Neu. This item is printed on demand - Print on Demand Titel. Neuware -This textbook on statistical modeling and statistical inference will assist advanced undergraduate and graduate students. Statistical Modeling and Computation provides a unique introduction to modern Statistics from both classical and Bayesian perspectives. It also offers an integrated treatment of Mathematical Statistics and modern statistical computation, emphasizing statistical modeling, computational techniques, and applications. Each of the three parts will cover topics essential to university courses. Part I covers the fundamentals of probability theory. In Part II, the authors introduce a wide variety of classical models that include, among others, linear regression and ANOVA models. In Part III, the authors address the statistical analysis and computation of various advanced models, such as generalized linear, state-space and Gaussian models. Particular attention is paid to fast Monte Carlo techniques for Bayesian inference on these models. Throughout the book the authors include a large number of illustrative examples and solved problems. The book also features a section with solutions, an appendix that serves as a MATLAB primer, and a mathematical supplement.¿Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 420 pp. Englisch.