\dm_csml_event_details UCL ELLIS

Gaussian process regression on graphs


Speaker

Peter Sollich

Affiliation

King's College, University Of London

Date

Friday, 13 March 2015

Time

13:00-14:00

Location

Zoom

Link

Roberts G06 (Sir Ambrose Fleming lecture theatre)

Event series

Jump Trading/ELLIS CSML Seminar Series

Abstract

I will give an overview of our work over the last few years on understanding Gaussian process learning of functions on graphs, including kernel properties on locally treelike graphs and exact learning curve predictions for large graphs. Time permitting I will describe ongoing work on mismatched problems, which are best tackled with replicated belief propagation, and multi-task learning.

Biography