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ECAI
2010
Springer
10 years 5 months ago
The Dynamics of Multi-Agent Reinforcement Learning
Abstract. Infinite-horizon multi-agent control processes with nondeterminism and partial state knowledge have particularly interesting properties with respect to adaptive control, ...
Luke Dickens, Krysia Broda, Alessandra Russo
ECAI
2010
Springer
10 years 5 months ago
Computation in Extended Argumentation Frameworks
Extended Argumentation Frameworks (EAFs) are a proposed formalism that develop abstract argumentation frameworks (AFs) by allowing attacks between arguments to be attacked themselv...
Paul E. Dunne, Sanjay Modgil, Trevor J. M. Bench-C...
ECAI
2010
Springer
10 years 5 months ago
Implicit Learning of Compiled Macro-Actions for Planning
We build a comprehensive macro-learning system and contribute in three different dimensions that have previously not been addressed adequately. Firstly, we learn macro-sets conside...
Muhammad Abdul Hakim Newton, John Levine
ECAI
2010
Springer
10 years 5 months ago
Tractable Reasoning with DL-Programs over Datalog-rewritable Description Logics
Abstract. The deployment of KR formalisms to the Web has created the need for formalisms that combine heterogeneous knowledge bases. Nonmonotonic dl-programs provide a loose integr...
Stijn Heymans, Thomas Eiter, Guohui Xiao
ECAI
2010
Springer
10 years 5 months ago
Verifying Properties of Infinite Sequences of Description Logic Actions
The verification problem for action logic programs with non-terminating behaviour is in general undecidable. In this paper, we consider a restricted setting in which the problem be...
Franz Baader, Hongkai Liu, Anees ul Mehdi
ECAI
2010
Springer
10 years 5 months ago
Computational Aspects of Extending the Shapley Value to Coalitional Games with Externalities
Abstract. Until recently, computational aspects of the Shapley value were only studied under the assumption that there are no externalities from coalition formation, i.e., that the...
Tomasz P. Michalak, Talal Rahwan, Dorota Marciniak...
ECAI
2010
Springer
10 years 5 months ago
Event Model Learning from Complex Videos using ILP
Abstract. Learning event models from videos has applications ranging from abnormal event detection to content based video retrieval. Relational learning techniques such as Inductiv...
Krishna S. R. Dubba, Anthony G. Cohn, David C. Hog...
ECAI
2010
Springer
10 years 5 months ago
Bayesian Monte Carlo for the Global Optimization of Expensive Functions
In the last decades enormous advances have been made possible for modelling complex (physical) systems by mathematical equations and computer algorithms. To deal with very long run...
Perry Groot, Adriana Birlutiu, Tom Heskes
ECAI
2010
Springer
10 years 5 months ago
A Decentralised Symbolic Diagnosis Approach
This paper considers the diagnosis of large discrete-event systems consisting of many components. The problem is to determine, online, all failures and states that explain a given...
Anika Schumann, Yannick Pencolé, Sylvie Thi...
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