[agents] Call For Participation: AAMAS-10 Tutorial on Decision Making in Multiagent Systems
Zinovi Rabinovich
zinovi.rabinovich at gmail.com
Fri Feb 19 08:03:37 EST 2010
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AAMAS-2010 Tutorial
on
Decision Making in Multiagent Systems
Toronto, Canada,
May 10-14 2010
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We are glad to invite you to participate in the Decision Making in
Multiagent Systems Tutorial, that brings together two very successful
tutorial from previous years: the DEMI Tutorial from AAMAS-09 and the
Decision Theoretic Planning Tutorial from IJCAI-09.
This full-day tutorial deals with time-extended decision making in
multi-agent systems. Drawing motivation, in part, from the search and
rescue applications in disaster management, the tutorial will span the
range of multiagent interactions of increasing generality, and study a
set of optimal and approximate solution techniques to time-extended
decision making in both noncooperative and cooperative multiagent
contexts. This self-contained tutorial will begin with the relevant
portions of game theory and culminate with several advanced
decision-theoretic models of agent interactions.
The list of topics includes:
* Requirements for the multiagent decision model and solution
* Game theory background
-- Repeated strategic and Bayesian games
-- Iterative solution methods (e.g. fictitious play)
* Partially observable stochastic games (POSGs)
-- Basics of Markov Decision Processes (MDPs) and Partial
Observability (POMDPs)
-- Decentralised Formulation of MDPs (Dec-MDPs)
-- Interactive POMDPs (I-POMDPs)
* Uncertainty utilization
-- Targeted trajectory distributions (TTD-MDP)
-- Stigmergic solution with perceptual control (Multi-agent EMT)
* Team decision making in Dec-MDP models
-- Decision theoretic view of Dec-MDPs
-- Computational and structural analysis of Dec-MDP models
-- Optimal and approximate algorithm design for Dec-MDPs
All tutorial materials will be made available on-line at
http://users.isr.ist.utl.pt/~mtjspaan/tutorialDMMS/
Registration information will be available soon at
http://www.cse.yorku.ca/AAMAS2010/index.php?content=registration
Sincerely,
Tutorial Organizing Committee
Prashant Doshi, Zinovi Rabinovich, Piotr Gmytrasiewicz, Matthijs
Spaan, Shlomo Zilberstein, Christopher Amato
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