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- development of self-healing systems capable of making inferences about their own behavior, such as diagnosing faults and performance degradations. uses a ...development of self-healing systems capable of making inferences about their own behavior, such as diagnosing faults and performance degradations. uses a cost-efficient technique for adaptive diagnosis that combines probabilistic inference with online, active selection of the most-informative measurements called probes. Probes are end-to-end test transactions that collect information about the availability and performance of a distributed system. Given the probe results (symptoms), RAIL performs Bayesian inference in order to find the most likely explanation (cause), An important difference between RAIL's approach and ''passive'' data analysis is in RAIL's ability to select and execute probes online. This approach, called active probing, uses an information-theoretic criterion called information gain in order to select adaptively only a small set of the most informative probes at any given time; this approach significantly reduces the overall number of probes required
- 4sr is an extension of 4store where we are implementing backward chained reasoning. Currently a subset of RDFS is supported. This set includes: rdfs:subCla...4sr is an extension of 4store where we are implementing backward chained reasoning. Currently a subset of RDFS is supported. This set includes: rdfs:subClassOf, rdfs:subPropertyOf, rdfs:domain and rdfs:range.
- Multiple channels and types of events… … executing in multiple Inference Agents (Event Processing Agents on an Event Processing Network)… … where Events ...Multiple channels and types of events… … executing in multiple Inference Agents (Event Processing Agents on an Event Processing Network)… … where Events drive Production Rules with associated (shared) data… … and event patterns (complex events) are derived from the simple events and also drive Production Rules via inferencing… … to lead to “real-time” decisions.
- Endsley’s model illustrates three stages or steps of SA formation: perception, comprehension, and projection.
- Discovery Science, volume 6332 of Lecture Notes in Computer Science, page 381. Springer, (2010)
- Proceedings of the North American Conference on Computational Linguistics NAACL '07, (2007)
- UAI, page 70-78. AUAI Press, (2008)
- (2011)cite arxiv:1109.2048 .
- (2012)
- (2012)
- University of California, Los Angeles, (2007)
- (2011)
- Gatsby Computational Neuroscience Unit, University College London, (2003)
- University of California, Los Angeles, (2008)
- Artificial Intelligence 82(1-2):273-302 (1996)
- Artificial Intelligence 42(2-3):393-405 (1990)
- ACL, page 793-803. The Association for Computer Linguistics, (2011)
- ICTIR, volume 5766 of Lecture Notes in Computer Science, page 358-361. Springer, (2009)
- MIT Press, (2009)
- UAI, page 221-234. North-Holland, (1989)
- (2011)cite arxiv:1109.2048 .
- Proceedings of the ECML/PKDD 2011, (2011)
- Department of Informatics and Telecommunications, University of Athens, Ph.D. Thesis, (July 2011)
- Proceedings of the OWLED*06 Workshop on OWL: Experiences and Directions, volume 216 of CEUR-WS.org, (November 2006)
