Bayesian Methods in Statistics

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This book walks you through learning probability and statistics from a Bayesian point of view.From an introduction to probability theory through to frameworks for doing rigorous calculations of probability, it discusses Bayes' Theorem before illustrating how to use it in a v… Celý popis ↓

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Popis Bayesian Methods in Statistics

Bayesian Methods in Statistics

This book walks you through learning probability and statistics from a Bayesian point of view.From an introduction to probability theory through to frameworks for doing rigorous calculations of probability, it discusses Bayes' Theorem before illustrating how to use it in a variety of different situations with real data from social research.The book also:Introduces Markov Chain Monte Carlo methods for doing Bayesian statistics through computer simulations, so you can find solutions to your own research problems.Equips you with coding skills in the statistical modelling language Stan and programming language R.Discusses how Bayesian approaches to statistics compare to classical approaches.Features include an introduction to each chapter and a chapter summary to help you check your learning. All the examples and

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