\dm_csml_event_details UCL ELLIS

Stein Operators on Hilbert Spaces


Speaker

Chris Oates

Affiliation

University of Technology Sydney

Date

Friday, 15 April 2016

Time

13:00-14:00

Location

Zoom

Link

G08

Event series

Jump Trading/ELLIS CSML Seminar Series

Abstract

In 1972, Charles Stein published a central limit theorem for correlated variables. The mathematical approach used in the proof has since become known as Stein’s Method. This talk provides an introduction to Stein’s Method and describes a formal generalisation, based on Stein Operators. A characterisation of the action of Stein Operators on Hilbert spaces offers considerable potential for applications in kernel-based machine learning. One such application is presented, in the context of numerical integration for Bayesian posterior computation.

Speaker website

Biography