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JMLR
2012
12 years 23 days 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
FSTTCS
2007
Springer
14 years 4 months ago
Synthesis of Safe Message-Passing Systems
We show that any regular set of basic MSCs can be implemented by a deadlock-free communicating finite-state machine with local termination: Processes stop in local dead-states ind...
Nicolas Baudru, Rémi Morin
ICDE
2011
IEEE
237views Database» more  ICDE 2011»
13 years 2 months ago
Creating probabilistic databases from imprecise time-series data
— Although efficient processing of probabilistic databases is a well-established field, a wide range of applications are still unable to benefit from these techniques due to t...
Saket Sathe, Hoyoung Jeung, Karl Aberer
PVLDB
2008
122views more  PVLDB 2008»
13 years 9 months ago
Exploiting shared correlations in probabilistic databases
There has been a recent surge in work in probabilistic databases, propelled in large part by the huge increase in noisy data sources -from sensor data, experimental data, data fro...
Prithviraj Sen, Amol Deshpande, Lise Getoor
FCSC
2010
238views more  FCSC 2010»
13 years 7 months ago
Knowledge discovery through directed probabilistic topic models: a survey
Graphical models have become the basic framework for topic based probabilistic modeling. Especially models with latent variables have proved to be effective in capturing hidden str...
Ali Daud, Juanzi Li, Lizhu Zhou, Faqir Muhammad