Bayesian reasoning in data analysis : a critical introduction /

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Bibliographic Details
Author / Creator:D'Agostini, G. (Giulio)
Imprint:River Edge, NJ : World Scientific, c2003.
Description:xix, 329 p. : ill. ; 24 cm.
Language:English
Subject:
Format: Print Book
URL for this record:http://pi.lib.uchicago.edu/1001/cat/bib/5136793
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ISBN:9812383565 (alk. paper)
Notes:Includes bibliographical references (p. 313-323) and index.
Table of Contents:
  • Pt. 1. Critical review and outline of the Bayesian alternative
  • 1. Uncertainty in physics and the usual methods of handling it
  • 2. A probabilistic theory of measurement uncertainty
  • Pt. 2. A Bayesian primer
  • 3. Subjective probability and Bayes' theorem
  • 4. Probability distributions (a concise reminder)
  • 5. Bayesian inference of continuous quantities
  • 6. Gaussian likelihood
  • 7. Counting experiments
  • 8. Bypassing Bayes' theorem for routine applications
  • 9. Bayesian unfolding
  • Pt. 3. Further comments, examples and applications
  • 10. Miscellanea on general issues in probability and inference
  • 11. Combination of experimental results: a closer look
  • 12. Asymmetric uncertainties and nonlinear propagation
  • 13. Which priors for frontier physics?
  • Pt. 4. Conclusion
  • 14. Conclusions and bibliography.