Stat 4880/5088Bayesian Statistics and Statistical Computing
Updated
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General Information
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Resources
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Materials
Group Labs
- Bayesian Models for Events
- Beta Distribution
- Gamma-Poisson Model
- Posterior Approximation
- Metropolis-Hastings, examples of MCMC convergence issues
- Linear regression
- Hierarchical models
Grad Problems for STAT 5088
- Beta is a probability distribution
- Normal-Normal simulation
- 2D Metropolis-Hastings
- BayesRules! Exercise 8.11
Exams and Quizzes
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Data
- fullbikes.csv. This is a modified version of the UCI Bike Sharing data set to mostly match the
bayesrules::bikes data. This data includes all days for both years and both registered and casual riders.
- bac.csv. Blood alcohol content for students who drank different numbers of beers. Source: OpenIntro
- kidiq.csv: IQ scores for children and their mothers. (Source: rstanarm package via Gelman & Hill, 2007.)
- spacerats.csv: Red blood cell volume (ml) for rats sent to space and rats left on earth. (Source: NASA)
- actor_character_age_difference.csv (Source: Amber Thomas, available on Kaggle)
- space-objects.csv (Source: Our World in Data via UN Office for Outer Space Affairs)
- fake_news from Bayes Rules!
- normtemp.csv These data are derived from a dataset presented in Mackowiak, P. A.,
Wasserman, S. S., and Levine, M. M. (1992), "A Critical Appraisal of
98.6 Degrees F, the Upper Limit of the Normal Body Temperature, and
Other Legacies of Carl Reinhold August Wunderlich," Journal of the
American Medical Association, 268, 1578-1580.
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