Seminar: Gaussian process regression on graphs

SpeakerPeter Sollich
AffiliationKing's College, University Of London
DateFriday, 13 Mar 2015
Time13:00 - 14:00
LocationRoberts G06 (Sir Ambrose Fleming lecture theatre)
Event seriesMicrosoft Research CSML Seminar Series
Description

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.

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