Bayesian Cognitive Modeling: A Practical Course by Lee M.D., Wagenmakers E.-J.

By Lee M.D., Wagenmakers E.-J.

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3. 5 shows the log file that contains the results for our binomial example. The first five lines of the log file document the steps taken to specify and initialize the model. The first output item is the Dynamic trace plot that allows the θ variable to be monitored during sampling, and is useful for diagnosing whether the chains have reached convergence. 4 The second output item is the Node statistics table that presents the summary statistics for θ. Among other things, the table shows the mean, the standard deviation, and the median of the sampled values of θ.

2000). The philosophy of statistics. The Statistician, 49, 293–337. One the godfathers of Bayesian statistics explains why Bayesian inference is right and everything else is wrong. Peter Armitage commented on the paper: “Lindley’s concern is with the very nature of statistics, and his argument unfolds clearly, seamlessly and relentlessly. -M. & Robert, C. P. (2007). Bayesian Core: A Practical Approach to Computational Bayesian Statistics. New York: Springer. This is a good book by two reputable Bayesian statisticians.

This chapter first does a concrete example in WinBUGS, then re-works it in both Matlab and R. You should pay particular attention to the section that features your preferred research software. You will then be ready for the following chapters, which assume you are working in either Matlab or R, but understand the basics on the WinBUGS interface. cam. uk/bugs/. Download the most recent version, including any patches, and make sure you download and apply the registration key. Some of the exercises in this book might work without the registration key, but some of them will not.

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