Home (CZ) | Teaching (CZ) | NMST552 |
NMST431 |
Rko (CZ) |
Language of both lectures and all exercise classes is English if and only if there is at least one officially subscribed student from the English variant of the Probability, Mathematical Statistics and Econometrics (MPSPA) programme or the international incoming student being in advance approved by coordinator of this programme.
Lectures: | Monday 9:00 in K2    |
Exercise class: | Monday 10:40 in K2    |
Division into "lecture" and "exercise class" is just formal. The style of teaching ("lecture"/"exercise class") will change dynamically over the semester.
Lecture slides: | PDF (last change 12/04/2024) | ||
R script: | Vaha_lehkych1.R | ||
Exercise assignment 1: | PDF (published on 17/03/2024) | ||
Exercise 2, R script: | R script (published on 15/04/2024) | ||
Data (mastitis) | |||
Exercise assignment 3: | PDF (published on 15/04/2024) | ||
Data (toenail) |
Next to R, we will also use JAGS (Just Another Gibbs Sampler) which can be downloaded (for various platforms) here (latest version seems optimal, read README first...):
Source code (to compile) |
DEB for Debian Linux |
Package for Ubuntu Linux |
Mac OS X |
Windows bin |
User manual to JAGS can be found here. Installation manual (if needed) is here. Examples of JAGS analyzes are here. As a study material, practical exercises from the short course given at UseR conference can be useful. Solutions to the exercises are here.
To be able to call JAGS from R, package runjags available in a standard way from CRAN is needed.
Hušková, M. (1985). | |
Bayesovské metody (course notes in Czech). | |
Praha: Univerzita Karlova v Praze.     | |
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Robert, C. P. (2001, 2007). | |
The Bayesian Choice: From Decision-Theoretic Foundations | |
to Computational Implementation, Second Edition. | |
New York: Springer.     | Information on the publisher's web |
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Marin, J.-M., Robert, C. P. (2007). | |
Bayesian Core: A Practical Approach to Computational Bayesian Statistics. | |
New York: Springer.     | Information on the publisher's web |
  | |
Gelman, A., Carlin, J. B., Stern, H. S., Rubin, D. B., Dunson, D. B. (2014). | |
Bayesian Data Analysis, Third Edition. | |
Boca Raton: Chapman & Hall/CRC.     | Information on the publisher's web |
  | |
Carlin, B. P., Louis, T. A. (2008). | |
Bayesian Methods for Data Analysis, Third Edition. | |
Boca Raton: Chapman & Hall/CRC.     | Information on the publisher's web |
  | |
Robert, C. P., Casella, G. (2004). | |
Monte Carlo Statistical Methods, Second Edition. | |
New York: Springer.     | Information on the publisher's web |
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