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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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Applied Hierarchical Modeling in Ecology: Analysis of Distribution, Abundance and Species Richness in R and BUGS, Volume Two: Dynamic and;
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series analysis is required, although familiarity with basic statistics and R is assumed.;
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within the field and, using data examples, illustrates how to analyse various kinds of data using R. It provides a likelihood approach to;
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within the field and, using data examples, illustrates how to analyse various kinds of data using R. It provides a likelihood approach to;
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expanded both in popularity and in the number of packages available. Extending the Linear Model with R: Generalized Linear, Mixed Effects and;
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practical exercise using RStan based on real data promotes understanding and enhances the reader's analytical capability.;
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practical exercise using RStan based on real data promotes understanding and enhances the reader's analytical capability.;
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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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averaging, Bayesian Analysis for Population Ecology presents up-to-date methods for analysing complex ecological data. Leaders in the statistical;
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, Bayesian Analysis for Population Ecology presents up-to-date methods for analysing complex ecological data. Leaders in the statistical ecology;
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Doing Bayesian Data Analysis: A Tutorial with R, JAGS, and Stan, Second Edition provides an accessible approach for conducting Bayesian;
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framework for statistical modeling. This new edition of a bestseller has been updated with Stata, R, and WinBUGS code as well as three new chapters;
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Become an expert in Bayesian Machine Learning methods using R and apply them to solve real-world big data problems About This Book;
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Bayesian Statistical Methods provides data scientists with the foundational and computational tools needed to carry out a Bayesian analysis;
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Bayesian Statistical Methods provides data scientists with the foundational and computational tools needed to carry out a Bayesian analysis;
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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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Bayesian analysis tractable and accessible to a wide audience. Doing Bayesian Data Analysis, A Tutorial Introduction with R and BUGS, is for first;
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modeling, market basket analysis, structural equation modeling, and conjoint analysis in R. The text uniquely presents Bayesian models with a;
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Students, researchers and data scientists who wish to learn Bayesian data analysis with Python and implement probabilistic models in their day to;
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. Features: R code implementing algorithms to fit Bayesian models using real and simulated data examples. A comprehensive review;
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. Features: R code implementing algorithms to fit Bayesian models using real and simulated data examples. A comprehensive;
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data visualization, linear and advanced regression, additive models, survival / time to event analysis Handle machine learning using R;
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Statistical Rethinking: A Bayesian Course with Examples in R and Stan builds your knowledge of and confidence in making inferences from;
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The interest in using Bayesian methods in ecology is increasing, however many ecologists have difficulty with conducting the required;
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nominal and ordinal regression, survival analysis, non-linear associations and longitudinal analysis Connects Bayesian analysis and MCMC;
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nominal and ordinal regression, survival analysis, non-linear associations and longitudinal analysis Connects Bayesian analysis and MCMC;
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