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3 produkter
3 produkter
Del 44 - Cambridge Series in Statistical and Probabilistic Mathematics
Fundamentals of Nonparametric Bayesian Inference
Inbunden, Engelska, 2017
1 087 kr
Skickas inom 7-10 vardagar
Explosive growth in computing power has made Bayesian methods for infinite-dimensional models - Bayesian nonparametrics - a nearly universal framework for inference, finding practical use in numerous subject areas. Written by leading researchers, this authoritative text draws on theoretical advances of the past twenty years to synthesize all aspects of Bayesian nonparametrics, from prior construction to computation and large sample behavior of posteriors. Because understanding the behavior of posteriors is critical to selecting priors that work, the large sample theory is developed systematically, illustrated by various examples of model and prior combinations. Precise sufficient conditions are given, with complete proofs, that ensure desirable posterior properties and behavior. Each chapter ends with historical notes and numerous exercises to deepen and consolidate the reader's understanding, making the book valuable for both graduate students and researchers in statistics and machine learning, as well as in application areas such as econometrics and biostatistics.
3 112 kr
Skickas inom 5-8 vardagar
A second goal is to use the weak convergence theory background devel oped in Part 1 to present an account of major components of the modern theory of empirical processes indexed by classes of sets and functions.
470 kr
Skickas inom 10-15 vardagar
Statistics is the science that focuses on drawing conclusions from data, by modeling and analyzing the data using probabilistic models. This book gives an introduction into mathematical statistics.