[Colloquium] Reminder: TTI-C Talk-Tarres Today @ 3:00pm
Katherine Cumming
kcumming at tti-c.org
Tue Apr 5 09:24:24 CDT 2005
Learning Theory Program @ TTI-C
Speaker: Pierre Tarres, University of Paul-Sabatier
Speaker's homepage: http://www.lsp.ups-tlse.fr/Fp/Tarres/
Time: Tuesday, April 5th @ 3:00pm
Location: TTI-C Conference Room
Title: Stochastic Algorithms and Learning
Abstract:
We discuss the asymptotic behavior of some stochastic algorithms arising
in learning and self-organization. First we introduce some new results
on the two-armed bandit problem, interpret them in terms of stochastic
approximation of an underlying dynamical system, and explain how the
methods in this framework adapt to other questions in reinforcement
learning in games and generalized urn models. Then we present some
problems related to self-organization appearing in reinforcement on
graphs, whose study requires a combination of stochastic approximation
and Markov chain methods.
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