Instructor: |
Dr. Debdeep Pati Associate Professor, Department of Statistics 401C Blocker (Not available), debdeep [AT] stat [DOT] tamu [DOT] edu MW 3:00-4:00 PM or by Appointment (Online via zoom) |
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Syllabus: |
Syllabus Course notes based on Aki Vehtari's github page Reference and Beka Steorts' Bayesian course page Reference and the Bayesian data analysis book BDA-book |
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Resources: |
R-Introduction-Part-I R-Introduction-Part-II, data R-Markdown,Rmd file, source.gif, pic1.png Homework-Template, Rmd file GGplot tutorial |
Date | Topics | Chapters | Supplements | Homeworks | Solutions |
01/20 | Intro to Probability | intro438.pdf 438Jan20.pdf | hw0_438_s21.pdf | hw0_438_s21_soln.pdf | |
01/25 | Intro contd. and Beta-Binomial | intro438.pdf, Bayes1.pdf 438Jan25.pdf | |||
01/27 | Beta-Binomial | Bayes1.pdf 438Jan27.pdf | |||
02/01 | Prior/Posterior predictive and Gaussian (known var) | Bayes1.pdf 438Feb1.pdf | |||
02/03 | Conjugate families | Bayes2.pdf 438Feb3.pdf | hw1_438_s21.pdf algae.txt | hw1_438_s21_soln.pdf | |
02/08 | Gaussian (unknown var) | Bayes2.pdf 438Feb8.pdf | |||
02/10 | Gaussian (unknown var) & R for Bayes | Bayes2.pdf, code 438Feb10.pdf | |||
02/15 | Class canceled | ||||
02/17 | Class canceled | ||||
02/22 | Gaussian (unknown var) & R for Bayes | Bayes2.pdf, code 438Feb22.pdf | sample_exam.pdf | ||
02/24 | Linear Regression | LinReg.pdf 438Feb24.pdf | |||
03/01 | Linear Regression | LinReg.pdf 438Mar1.pdf | |||
03/03 | Exam 1 | ||||
03/08 | Linear Regression | LinReg.pdf 438Mar8.pdf | hw2_438_s21.pdf | hw2_438_s21_soln.pdf | |
03/10 | Linear Regression | LinReg.pdf 438Mar10.pdf | |||
03/15 | Linear Regression | LinReg.pdf BayesusingR.R, rstanarm.R 438Mar15.pdf | |||
03/17 | logistic Regression and grid sampling | Bayes2.pdf BayesusingR.R grid_sampling.R 438Mar17.pdf | |||
03/22 | Hierarchical Bayes | Hier-Bayes.pdf 438Mar22.pdf | |||
03/24 | Discussion of Hw2 | 438Mar24.pdf | |||
03/29 | Hierarchical Bayes | Hier-Bayes.pdf 438Mar29.pdf hierarchical_rats.R | |||
03/31 | Monte Carlo methods | MC.pdf MC.R 438Mar31.pdf | hw3_438_s21.pdf | hw3_438_s21_soln.pdf hw3code.R | |
04/05 | Importance sampling | MC.pdf MC.R 438Apr5.pdf | |||
04/07 | Exam 2 | ||||
04/12 | Rejection sampling | MC_2.pdf MC.R 438Apr12.pdf | |||
04/14 | MCMC | MCMC.pdf MCMC.R 438Apr14.pdf | |||
04/19 | Metropolis Hastings | MCMC.pdf MCMC.R 438Apr19.pdf | |||
04/21 | Gibbs sampling | Gibbs.pdf Gibbs.R data | hw4_438_s21.pdf swim.dat | ||
04/26 | Review | 438Apr26.pdf | |||
05/06 | Final Exam (5 pm to 7:30 pm + additional time to upload) |