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» A Probabilistic Calculus of Actions
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CJ
2010
131views more  CJ 2010»
13 years 6 months ago
Probabilistic Approaches to Estimating the Quality of Information in Military Sensor Networks
an be used to abstract away from the physical reality by describing it as components that exist in discrete states with probabilistically invoked actions that change the state. The...
Duncan Gillies, David Thornley, Chatschik Bisdikia...
ICML
2006
IEEE
14 years 9 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
ICSE
2007
IEEE-ACM
14 years 2 months ago
Adaptive Probabilistic Model for Ranking Code-Based Static Analysis Alerts
Software engineers tend to repeat mistakes when developing software. Automated static analysis tools can detect some of these mistakes early in the software process. However, thes...
Sarah Smith Heckman
CORR
2002
Springer
94views Education» more  CORR 2002»
13 years 8 months ago
Self-Optimizing and Pareto-Optimal Policies in General Environments based on Bayes-Mixtures
The problem of making sequential decisions in unknown probabilistic environments is studied. In cycle t action yt results in perception xt and reward rt, where all quantities in g...
Marcus Hutter
FAABS
2000
Springer
14 years 10 days ago
Modeling and Programming Devices and Web Agents
This paper integrates research in robot programming and reasoning about action with research in model-based reasoning about physical systems to provide a capability for modeling an...
Sheila A. McIlraith