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» Markov Decision Processes with Arbitrary Reward Processes
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NIPS
2004
15 years 3 months ago
Conditional Models of Identity Uncertainty with Application to Noun Coreference
Coreference analysis, also known as record linkage or identity uncertainty, is a difficult and important problem in natural language processing, databases, citation matching and m...
Andrew McCallum, Ben Wellner
PKDD
2010
Springer
122views Data Mining» more  PKDD 2010»
15 years 8 days ago
Exploration in Relational Worlds
Abstract. One of the key problems in model-based reinforcement learning is balancing exploration and exploitation. Another is learning and acting in large relational domains, in wh...
Tobias Lang, Marc Toussaint, Kristian Kersting
119
Voted
FUIN
2008
128views more  FUIN 2008»
15 years 1 months ago
Impact of Asynchrony on the Behavior of Rational Selfish Agents
The behavior of rational selfish agents has been classically studied in the framework of strategic games in which each player has a set of possible actions, players choose actions ...
David Ilcinkas, Andrzej Pelc
ICDM
2003
IEEE
102views Data Mining» more  ICDM 2003»
15 years 7 months ago
Bootstrapping Rule Induction
Most rule learning systems posit hard decision boundaries for continuous attributes and point estimates of rule accuracy, with no measures of variance, which may seem arbitrary to ...
Lemuel R. Waitman, Douglas H. Fisher, Paul H. King
ATAL
2005
Springer
15 years 7 months ago
Using decision-theoretic models to enhance agent system survivability
A survivable agent system depends on the incorporation of many recovery features. However, the optimal use of these features requires the ability to assess the actual state of the...
Anthony R. Cassandra, Marian H. Nodine, Shilpa Bon...