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This book contains statistics courses on basic to advanced methods with practical exercises using the R environment, by leading experts;
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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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of Statistics Series, with a focus on key methodologies and applications for Bayesian models and computation. It describes parametric and nonparametric;
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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 volume describes how to develop Bayesian thinking, modelling and computation both from philosophical, methodological and application;
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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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problems requires high computational resources. With the recent advances in computation and several open sources packages available in R, Bayesian;
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Focusing on Bayesian approaches and computations using simulation-based methods for inference, Time Series: Modeling, Computation, and;
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computation in the language R. Based on a successful course at Duke University and National Science Foundation-funded institutes on hierarchical;
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of command. It also offers a number of short R scripts consisting of simple functions to help them become familiar with R coding. Practical;
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in such studies of disease. Using R for Bayesian Spatial and Spatio-Temporal Health Modeling provides a major resource for those interested;
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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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Collecting Bayesian material scattered throughout the literature, Current Trends in Bayesian Methodology with Applications examines the;
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Collecting Bayesian material scattered throughout the literature, Current Trends in Bayesian Methodology with Applications examines the;
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Bayesian Statistics is the school of thought that combines prior beliefs with the likelihood of a hypothesis to arrive at posterior beliefs;
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Bayesian Approaches in Oncology Using R and OpenBUGS serves two audiences: those who are familiar with the theory and applications;
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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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and principles of Bayesian inference, including the reasoning behind the prior/likelihood model construction synonymous with Bayesian methods;
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computation in the language R. Based on a successful course at Duke University and National Science Foundation-funded institutes on hierarchical;
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Spatial and Spatio-Temporal Bayesian Models with R-INLA provides a much needed, practically oriented & innovative presentation of the;
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Bayesian Data Analysis in Ecology Using Linear Models with R, BUGS, and STAN examines the Bayesian and frequentist methods;
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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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readily understandable and expandable. Bayesian Essentials with R can be used as a textbook at both undergraduate and graduate levels. It;
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of Excel's Bayesian capabilities and move toward R to do even more. Step by step, with real-world examples, Carlberg shows you how to use;
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