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Bayesian modeling has become an indispensable tool for ecological research because it is uniquely suited to deal with complexity in a;
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The application of Bayesian Networks (BN) or Dynamic Bayesian Networks (DBN) in dependability and risk analysis is a recent development. A;
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Demonstrates how to solve reliability problems using practical applications of Bayesian models This self-contained reference provides;
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Although many Bayesian Network (BN) applications are now in everyday use, BNs have not yet achieved mainstream penetration. Focusing on;
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Since the first edition of this book published, Bayesian networks have become even more important for applications in a vast array;
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A Bayesian network is also known as a Bayes network, belief network or causal probabilistic network. Bayesian belief networks are effective;
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This book presents a bibliographical review of the use of Bayesian networks in reliability over the last decade. Bayesian network (BN;
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There has been dramatic growth in the development and application of Bayesian inference in statistics. Berger (2000) documents the increase;
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With Bayesian statistics rapidly becoming accepted as a way to solve applied statisticalproblems, the need for a comprehensive, up-to-date;
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With Bayesian statistics rapidly becoming accepted as a way to solve applied statisticalproblems, the need for a comprehensive, up-to-date;
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Bayesian modeling with PyMC3 and exploratory analysis of Bayesian models with ArviZ Key Features A step-by-step guide to conduct Bayesian;
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acquainted with Probability Theory to analyze random events * Build Linear Regression models * Use Bayesian networks to infer the probability;
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The use of Bayesian methods for the analysis of data has grown substantially in areas as diverse as applied statistics, psychology;
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analysis, item response theory, latent class analysis, and Bayesian networks. Throughout the book, procedures are illustrated using examples;
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theory, factor analysis, item response theory, latent class analysis, and Bayesian networks. Throughout the book, procedures are illustrated;
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Unleash the power and flexibility of the Bayesian framework About This Book * Simplify the Bayes process for solving complex;
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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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Bringing Bayesian Models to Life empowers the reader to extend, enhance, and implement statistical models for ecological and environmental;
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Bringing Bayesian Models to Life empowers the reader to extend, enhance, and implement statistical models for ecological and environmental;
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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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This comprehensive guide to Bayesian methods in astronomy enables hands-on work by supplying complete R, JAGS, Python, and Stan code, to;
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Bayesian analysis of complex models based on stochastic processes has in recent years become a growing area. This book provides a unified;
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concepts, foundation, and applications of Bayesian networks. It focuses on both the causal discovery of networks and Bayesian inference procedures;
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concepts, foundation, and applications of Bayesian networks. It focuses on both the causal discovery of networks and Bayesian inference procedures;
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Presents an introduction to Bayesian statistics, presents an emphasis on Bayesian methods (prior and posterior), Bayes estimation;
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; network models for clinical psychology; response time modeling; analyzing neural time series data; models and methods for reinforcement learning;
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regression and Bayesian network classifiers), meta-classifiers, multi-dimensional classifiers and feature subset selection methods. Other parts;
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