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IJAR
2006
98views more  IJAR 2006»
15 years 1 months ago
A forward-backward Monte Carlo method for solving influence diagrams
Although influence diagrams are powerful tools for representing and solving complex decisionmaking problems, their evaluation may require an enormous computational effort and this...
Andrés Cano, Manuel Gómez, Seraf&iac...
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...
IJCAI
2003
15 years 3 months ago
Toward Conditional Models of Identity Uncertainty with Application to Proper 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 ...
Andrew McCallum, Ben Wellner
WSC
2001
15 years 3 months ago
A proposed approach for modeling healthcare systems for understanding
The use of simulation in healthcare area is not widely spread when compared with other areas. This paper suggests that traditional approaches to modeling may not fully utilize sim...
Tillal Eldabi, Ray J. Paul
94
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ATAL
2009
Springer
15 years 8 months ago
SarsaLandmark: an algorithm for learning in POMDPs with landmarks
Reinforcement learning algorithms that use eligibility traces, such as Sarsa(λ), have been empirically shown to be effective in learning good estimated-state-based policies in pa...
Michael R. James, Satinder P. Singh