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Bayesian Nonparametric Statistics
- Ecole d’Ete de Probabilites de Saint-Flour LI - 2023
Engelsk
Bogcover for Bayesian Nonparametric Statistics af Ismael Castillo, 9783031740343
Specifikationer
Sprog:
Engelsk
Sider:
216
ISBN-13:
9783031740343
Indbinding:
Paperback
ISBN-10:
3031740343
Kategori:
Udg. Dato:
19 nov 2024
Størrelse i cm:
23,5 x 15,5
Serie:
Lecture Notes in Mathematics
Oplagsdato:
19 nov 2024
Forfatter(e):

Bayesian Nonparametric Statistics

- Ecole d’Ete de Probabilites de Saint-Flour LI - 2023
Engelsk
Paperback 2024
Format:

Bog beskrivelse

This up-to-date overview of Bayesian nonparametric statistics provides both an introduction to the field and coverage of recent research topics, including deep neural networks, high-dimensional models and multiple testing, Bernstein-von Mises theorems and variational Bayes approximations, many of which have previously only been accessible through research articles. Although Bayesian posterior distributions are widely applied in astrophysics, inverse problems, genomics, machine learning and elsewhere, their theory is still only partially understood, especially in complex settings such as nonparametric or semiparametric models. Here, the available theory on the frequentist analysis of posterior distributions is outlined in terms of convergence rates, limiting shape results and uncertainty quantification. Based on lecture notes for a course given at the St-Flour summer school in 2023, the book is aimed at researchers and graduate students in statistics and probability. 

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Specifikationer
Sprog:
Engelsk
Sider:
216
ISBN-13:
9783031740343
Indbinding:
Paperback
ISBN-10:
3031740343
Kategori:
Udg. Dato:
19 nov 2024
Størrelse i cm:
23,5 x 15,5
Serie:
Lecture Notes in Mathematics
Oplagsdato:
19 nov 2024
Forfatter(e):
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