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JMLR
2012
13 years 3 months ago
Markov Logic Mixtures of Gaussian Processes: Towards Machines Reading Regression Data
We propose a novel mixtures of Gaussian processes model in which the gating function is interconnected with a probabilistic logical model, in our case Markov logic networks. In th...
Martin Schiegg, Marion Neumann, Kristian Kersting
QEST
2007
IEEE
15 years 6 months ago
Symbolic Bisimulations for Probabilistic Systems
The paper introduces symbolic bisimulations for a simple probabilistic π-calculus to overcome the infinite branching problem that still exists in checking ground bisimulations b...
Peng Wu 0002, Catuscia Palamidessi, Huimin Lin
ICRA
2009
IEEE
147views Robotics» more  ICRA 2009»
15 years 7 months ago
Equipping robot control programs with first-order probabilistic reasoning capabilities
— An autonomous robot system that is to act in a real-world environment is faced with the problem of having to deal with a high degree of both complexity as well as uncertainty. ...
Dominik Jain, Lorenz Mösenlechner, Michael Be...
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ATAL
2010
Springer
15 years 1 months ago
Strategic planning for probabilistic games with incomplete information
Alternating-time Temporal Logic (ATL) [1] is used to reason about strategic abilities of agents. Aiming at strategies that can realistically be implemented in software, many varia...
Henning Schnoor
PVLDB
2010
112views more  PVLDB 2010»
14 years 11 months ago
Querying Probabilistic Information Extraction
Recently, there has been increasing interest in extending relational query processing to include data obtained from unstructured sources. A common approach is to use stand-alone I...
Daisy Zhe Wang, Michael J. Franklin, Minos N. Garo...