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» First-order probabilistic inference
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AIPS
2007
14 years 11 months ago
Approximate Solution Techniques for Factored First-Order MDPs
Most traditional approaches to probabilistic planning in relationally specified MDPs rely on grounding the problem w.r.t. specific domain instantiations, thereby incurring a com...
Scott Sanner, Craig Boutilier
UAI
2008
14 years 11 months ago
Sampling First Order Logical Particles
Approximate inference in dynamic systems is the problem of estimating the state of the system given a sequence of actions and partial observations. High precision estimation is fu...
Hannaneh Hajishirzi, Eyal Amir
DLOG
2009
14 years 7 months ago
On Correspondences between Probabilistic First-Order and Description Logics
Abstract This paper analyzes the probabilistic description logic PSHIQ by looking at it as a fragment of probabilistic first-order logic with semantics based on possible worlds. We...
Pavel Klinov, Bijan Parsia, Ulrike Sattler
WFLP
2009
Springer
255views Algorithms» more  WFLP 2009»
15 years 4 months ago
A Simple Region Inference Algorithm for a First-Order Functional Language
Manuel Montenegro, Ricardo Peña-Marí...