Bayesian Nonparametric Statistics: École dÉté de Probabilités de Saint-Flour L - 2023 | Agenda Bookshop Skip to content
Selected Colleen Hoover Books at €9.99c | In-store & Online
Selected Colleen Hoover Books at €9.99c | In-store & Online
A01=Ismaël Castillo
Age Group_Uncategorized
Age Group_Uncategorized
Author_Ismaël Castillo
automatic-update
Category1=Non-Fiction
Category=PBT
Category=PBU
Category=PBWL
Category=PHS
Category=UYQM
COP=Switzerland
Delivery_Pre-order
Language_English
PA=Not yet available
Price_€50 to €100
PS=Forthcoming
softlaunch

Bayesian Nonparametric Statistics: École dÉté de Probabilités de Saint-Flour L - 2023

English

By (author): Ismaël Castillo

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. 

See more
Current price €64.59
Original price €67.99
Save 5%
A01=Ismaël CastilloAge Group_UncategorizedAuthor_Ismaël Castilloautomatic-updateCategory1=Non-FictionCategory=PBTCategory=PBUCategory=PBWLCategory=PHSCategory=UYQMCOP=SwitzerlandDelivery_Pre-orderLanguage_EnglishPA=Not yet availablePrice_€50 to €100PS=Forthcomingsoftlaunch

Will deliver when available. Publication date 17 Dec 2024

Product Details
  • Dimensions: 155 x 235mm
  • Publication Date: 17 Dec 2024
  • Publisher: Springer International Publishing AG
  • Publication City/Country: Switzerland
  • Language: English
  • ISBN13: 9783031740343

About Ismaël Castillo

Ismaël Castillo studied mathematics at the École Normale Supérieure de Lyon and obtained a PhD in statistics from the Université Paris-Sud at Orsay in 2006. After a postdoc at the Vrije Universiteit in Amsterdam in 2009 he became CNRS researcher in Paris France. Since 2015 he has been full professor of Statistics at Sorbonne Université in Paris. He has taught statistics courses worldwide especially in Bayesian inference including invited lectures at Cambridge Columbia Berlin Lunteren and St-Flour. He is an IMS fellow and an honorary fellow of the Institut Universitaire de France.

Customer Reviews

Be the first to write a review
0%
(0)
0%
(0)
0%
(0)
0%
(0)
0%
(0)
We use cookies to ensure that we give you the best experience on our website. If you continue we'll assume that you are understand this. Learn more
Accept