Bayesian Nonparametric Statistics : Ecole d'Ete de Probabilites de Saint-Flour LI - 2023 - Ismael Castillo

Instant online reading.
Don't wait for delivery!

Bayesian Nonparametric Statistics

Ecole d'Ete de Probabilites de Saint-Flour LI - 2023

By: Ismael Castillo

Write A Review

Paperback | 23 December 2024 | Edition Number 2024

At a Glance

Paperback
230 Pages

Dimensions(cm)
23.4 x 15.7 x 1.6

Paperback

$99.00

or 4 interest-free payments of $24.75 with

or

Ships in 5 to 7 business days

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.

Shipping

	Standard Shipping	Express Shipping
Metro postcodes:	$9.99	$14.95
Regional postcodes:	$9.99	$14.95
Rural postcodes:	$9.99	$14.95

Orders over $79.00 qualify for free shipping.

How to return your order

At Booktopia, we offer hassle-free returns in accordance with our returns policy. If you wish to return an item, please get in touch with Booktopia Customer Care.

Additional postage charges may be applicable.