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ATAL
2009
Springer
16 years 1 months ago
Generalized model learning for reinforcement learning in factored domains
Improving the sample efficiency of reinforcement learning algorithms to scale up to larger and more realistic domains is a current research challenge in machine learning. Model-ba...
Todd Hester, Peter Stone
ATAL
2009
Springer
16 years 1 months ago
Reasoning intra-dependency in commitments for robust scheduling
Commitment-modeled protocols enable flexible and robust interactions among agents. However, existing work has focused on features and capabilities of protocols without considerin...
Mingzhong Wang, Kotagiri Ramamohanarao, Jinjun Che...
ATAL
2009
Springer
16 years 1 months ago
An analysis of feasible solutions for multi-issue negotiation involving nonlinear utility functions
This paper analyzes bilateral multi-issue negotiation between selfinterested agents. Specifically, we consider the case where issues are divisible, there are time constraints in ...
S. Shaheen Fatima, Michael Wooldridge, Nicholas R....
ATAL
2009
Springer
16 years 1 months ago
Directed soft arc consistency in pseudo trees
We propose an efficient method that applies directed soft arc consistency to a Distributed Constraint Optimization Problem (DCOP) which is a fundamental framework of multi-agent ...
Toshihiro Matsui, Marius-Calin Silaghi, Katsutoshi...
BTW
2009
Springer
114views Database» more  BTW 2009»
16 years 1 months ago
Value Demonstration of Embedded Analytics for Front Office Applications
: Users of front office applications such as call center or customer support applications make millions and millions of decisions each day without analytical support. For example, ...
Erik Nijkamp, Martin Oberhofer, Albert Maier
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