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» Abductive Inference in Probabilistic Logic Programs
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LPNMR
2005
Springer
13 years 10 months ago
Inference of Gene Relations from Microarray Data by Abduction
We describe an application of Abductive Logic Programming (ALP) to the analysis of an important class of DNA microarray experiments. We develop an ALP theory that provides a simple...
Irene Papatheodorou, Antonis C. Kakas, Marek J. Se...
MLG
2007
Springer
13 years 11 months ago
Abductive Stochastic Logic Programs for Metabolic Network Inhibition Learning
Abstract. We revisit an application developed originally using Inductive Logic Programming (ILP) by replacing the underlying Logic Program (LP) description with Stochastic Logic Pr...
Jianzhong Chen, Stephen Muggleton, Jose Santos
POPL
2012
ACM
12 years 26 days ago
Resource-sensitive synchronization inference by abduction
We present an analysis which takes as its input a sequential program, augmented with annotations indicating potential parallelization opportunities, and a sequential proof, writte...
Matko Botincan, Mike Dodds, Suresh Jagannathan
ML
2008
ACM
150views Machine Learning» more  ML 2008»
13 years 5 months ago
Learning probabilistic logic models from probabilistic examples
Abstract. We revisit an application developed originally using Inductive Logic Programming (ILP) by replacing the underlying Logic Program (LP) description with Stochastic Logic Pr...
Jianzhong Chen, Stephen Muggleton, José Car...
AMI
2009
Springer
13 years 12 months ago
SAGE: A Logical Agent-Based Environment Monitoring and Control System
Abstract. We propose SAGE, an agent-based environment monitoring and control system based on computation logic. SAGE uses forward chaining deductive inference to map low level sens...
Krysia Broda, Keith Clark, Rob Miller 0002, Alessa...