Practical Bayesian inference

Practical Bayesian inference: a primer for physical scientists

by Bailer-Jones, Coryn A. L.

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Title Statements

  • Full title :Practical Bayesian inference : a primer for physical scientists / Coryn A.L. Bailer-Jones.

Edition Statements

  • Publication Date:2017.

Publication Statements

The Physical Object

  • Description:1 online resource (ix, 295 pages) : : PDF file(s).

Edition Identifiers

  • ISBN:9781108123891, 1108123899, 9781107192119, 1107192110, 9781316642214, 1316642216
  • oclc:on1171203109
  • LC Classification:QC20.7.B38
  • Dewey Decimal:519.5/42

Table of Contents

Probability basics -- Estimation and uncertainty -- Statistical models and inference -- Linear models, least squares, and maximum likelihood -- Parameter estimation: single parameter -- Parameter estimation: multiple parameters -- Approximating distributions -- Monte Carlo methods for inference -- Parameter estimation: Markov Chain Monte Carlo -- Frequentist hypothesis testing -- Model comparison -- Dealing with more complicated problems.

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Subjects

Bayesian statistical decision theory Mathematical physics Physique mathématique Théorie de la décision bayésienne

Writers

Bailer-Jones, Coryn A. L.

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