02928cam a2200493Ii 4500 ocn896850630 BD-DhUL 20210621113420.0 m o d cr cn|---uuuuu 140821s2011 ne a |b 001 0 eng GBB4C8028 bnb GBB4C5542 bnb GBB753606 bnb 016941136 Uk 016938650 Uk 017990610 Uk 9780124058880 9780124058880 (hbk) (OCoLC)896850630 (OCoLC)899277214 UKMGB eng rda UKMGB OCLCO TEFOD OPELS YDXCP GZM UIU OCLCF OPELS TPH TEFOD ITD X#7 U3W D6H UKMGB OCLCO BD-DhUL QA279.5 519.542 KRD Kruschke, John K. Doing Bayesian data analysis : a tutorial with R, JAGS, and Stan / John Kruschke. 2nd ed. Amsterdam : Academic Press, 2015. xii, 759 p. : ill. (some col.) ; 24 cm. text txt rdacontent still image sti rdacontent computer c rdamedia online resource cr rdacarrier US$ 89.99 Includes index. Bibliography : p. 737-745. What's in this book (Read this first!) -- Part I The basics: models, probability, Bayes' rule and r: Introduction: credibility, models, and parameters; The R programming language; What is this stuff called probability?; Bayes' rule -- Part II All the fundamentals applied to inferring a binomila probability: Inferring a binomial probability via exact mathematical analysis; Markov chain Monte Carlo; JAGS; Hierarchical models; Model comparison and hierarchical modeling; Null hypothesis significance testing; Bayesian approaches to testing a point ("Null") hypothesis; Goals, power, and sample size; Stan -- Part III The generalized linear model: Overview of the generalized linear model; Metric-predicted variable on one or two groups; Metric predicted variable with one metric predictor; Metric predicted variable with multiple metric predictors; Metric predicted variable with one nominal predictor; Metric predicted variable with multiple nominal predictors; Dichotomous predicted variable; Nominal predicted variable; Ordinal predicted variable; Count predicted variable; Tools in the trunk -- Bibliography -- Index. Description based on print version record. Bayesian statistical decision theory. R (Computer program language). Electronic books. Print version: Kruschke, John K. Doing Bayesian data analysis. Edition 2. London, UK ; San Diego, CA : Academic Press, [2015] 9780124058880 (DLC) 2014011293 (OCoLC)897342420 ScienceDirect http://www.sciencedirect.com/science/book/9780124058880 ddc BK 247007 247007 0 0 ddc 0 519_542000000000000_KRD 0 NFIC 387296 DUSL DUSL GEN 2020-03-19 Purchased 519.542 KRD 518815 2021-03-01 1 2021-03-01 BK Computer Science and Engineering 0 0 ddc 0 519_542000000000000_KRD 0 NFIC 387297 DUSL DUSL GEN 2020-03-19 Purchased 519.542 KRD 518816 2021-03-01 2 2021-03-01 BK Tr. to Computer Science and Engineering Dept. Sem. Lib.