Prof. G Ram Reddy Library
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Understanding computational Bayesian statistics / William M. Bolstad.

By: Series: Wiley series in computational statisticsPublication details: Wiley, 2009. Hoboken, N.J. :Description: xiv, 315 p. : ill. ; 25 cmISBN:
  • 9780470046098
Subject(s): DDC classification:
  • 22 519.542 B638U
Contents:
Introduction to Bayesian statistics -- Monte Carlo sampling from the posterior -- Bayesian inference -- Bayesian statistics using conjugate priors -- Markov chains -- Markov chain Monte Carlo sampling from the posterior -- Statistical inference from a Markov chain Monte Carlo sample -- Logistic regression -- Poisson regression and proportional hazards model -- Gibbs sampling and hierarchical models -- Going forward with Markov chain Monte Carlo -- Appendix A: Using the included Minitab macros -- Appendix B: Using the included R functions.
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Item type Current library Call number Status Date due Barcode
Books Library and Documentation Division PGRRL 519.542 B638U (Browse shelf(Opens below)) Available 112998

Includes bibliographical references (p. 307-311) and index.

Introduction to Bayesian statistics -- Monte Carlo sampling from the posterior -- Bayesian inference -- Bayesian statistics using conjugate priors -- Markov chains -- Markov chain Monte Carlo sampling from the posterior -- Statistical inference from a Markov chain Monte Carlo sample -- Logistic regression -- Poisson regression and proportional hazards model -- Gibbs sampling and hierarchical models -- Going forward with Markov chain Monte Carlo -- Appendix A: Using the included Minitab macros -- Appendix B: Using the included R functions.

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