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» Learning and Inference with Constraints
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CP
2006
Springer
13 years 11 months ago
Inferring Variable Conflicts for Local Search
Abstract. For efficiency reasons, neighbourhoods in local search are often shrunk by only considering moves modifying variables that actually contribute to the overall penalty. The...
Magnus Ågren, Pierre Flener, Justin Pearson
IJCAI
2007
13 years 9 months ago
Automated Benchmark Model Generators for Model-Based Diagnostic Inference
This article proposes a Diagnosis Interchange Format (DIF), an XML-based interchange format for Model-Based Diagnosis (MBD). Its main purposes are to allow sharing of diagnostic m...
Gregory M. Provan, Jun Wang
JAIR
2002
79views more  JAIR 2002»
13 years 7 months ago
Inferring Strategies for Sentence Ordering in Multidocument News Summarization
The problem of organizing information for multidocument summarization so that the generated summary is coherent has received relatively little attention. While sentence ordering f...
Regina Barzilay, Noemie Elhadad, Kathleen McKeown
ICML
2006
IEEE
14 years 8 months ago
Probabilistic inference for solving discrete and continuous state Markov Decision Processes
Inference in Markov Decision Processes has recently received interest as a means to infer goals of an observed action, policy recognition, and also as a tool to compute policies. ...
Marc Toussaint, Amos J. Storkey
FLAIRS
2006
13 years 9 months ago
Full Restart Speeds Learning
Because many real-world problems can be represented and solved as constraint satisfaction problems, the development of effective, efficient constraint solvers is important. A solv...
Smiljana Petrovic, Susan L. Epstein