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first time in a single volume, the Handbook of Approximate Bayesian Computation (ABC) presents an extensive overview of the theory, practice and;
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Computation (ABC) and Bayesian nonparametric inference and clustering.;
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Bayesian Modeling and Computation in Python aims to help beginner Bayesian practitioners to become intermediate modelers. It uses a hands;
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This accessible reference includes selected contributions from Bayesian Thinking - Modeling and Computation, Volume 25 in the Handbook;
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computation and Reversible Jump Markov Chain Monte Carlo (RJMCMC), providing a concise account of the way in which the Bayesian approach to statistics;
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bayesian computation; broadband infrastructure programs in the American Recovery and Reinvestment Act and spectrum policy in the age of broadband.;
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, is calibrated to experimental data from different proteasome isoforms using an approximate Bayesian computation approach. The dynamics of proteasome;
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This book explains the foundation of approximate Bayesian computation (ABC), an approach to Bayesian inference that does not require the;
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This volume describes how to develop Bayesian thinking, modelling and computation both from philosophical, methodological and application;
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This book is a thorough introduction to the formal foundations and practical applications of Bayesian networks. It provides an extensive;
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This book is a thorough introduction to the formal foundations and practical applications of Bayesian networks. It provides an extensive;
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The Handbook of Bayesian Variable Selection provides a comprehensive review of theoretical, methodological and computational aspects;
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series of counts and incorporates frequentist and Bayesian approaches for discrete-valued spatio-temporal data and multivariate data. While the;
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series of counts and incorporates frequentist and Bayesian approaches for discrete-valued spatio-temporal data and multivariate data. While the;
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, spatial statistics, image analysis, shape analysis, Bayesian computation, clustering, uncertainty assessment, high-energy astrophysics, neural;
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, spatial statistics, image analysis, shape analysis, Bayesian computation, clustering, uncertainty assessment, high-energy astrophysics, neural;
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Bayesian Missing Data Problems: EM, Data Augmentation and Noniterative Computation presents solutions to missing data problems through;
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Bayesian Missing Data Problems: EM, Data Augmentation and Noniterative Computation presents solutions to missing data problems through;
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a textbook for a first graduate-level course in Bayesian computation with a focus on Monte Carlo methods. The extensive discussion;
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a textbook for a first graduate-level course in Bayesian computation with a focus on Monte Carlo methods. The extensive discussion;
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These lecture notes provide a rapid, accessible introduction to Bayesian statistical methods. The course covers the fundamental philosophy;
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statistical viewpoint, and Bayesian computation, notably MCMC. The final chapter presents three detailed case studies covering cost-effectiveness;
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statistical viewpoint, and Bayesian computation, notably MCMC. The final chapter presents three detailed case studies covering cost-effectiveness;
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Modeling and Computation provides a unique introduction to modern Statistics from both classical and Bayesian perspectives. It also offers an;
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computation. The first part of this book reviews the main results that have been proposed so far in the literature. As usual with polynomial;
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cumulants, data mining, econometrics, and Bayesian computation. Expert contributors summarize recent results and explore new directions in these;
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With this comprehensive guide you will learn how to apply Bayesian machine learning techniques systematically to solve various problems;
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