Analysis of uncertain data: Evaluation of given hypotheses

Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics

Volumn , Issue , 2009, Pages 2556-2561

  Gershman, Anatole ^a   Fink, Eugene ^a   Fu, Bin ^a   Carbonell, Jaime G ^a  

^a Carnegie Mellon University ^*  (United States)

Author keywords

Artificial intelligence; Bayesian reasoning; Hypothesis evaluation; Uncertainty

Indexed keywords

BAYESIAN REASONING; HEURISTIC EVALUATION; HYPOTHESIS EVALUATION; STATISTICAL ANALYSIS; UNCERTAIN DATAS;

ARTIFICIAL INTELLIGENCE;

BAYESIAN NETWORKS;

EID: 74849135727     PISSN: 1062922X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICSMC.2009.5346325     Document Type: Conference Paper

References (15)

1. [Bardak et al., 2006a] Ulas Bardak, Eugene Fink, and Jaime G. Carbonell. Scheduling with uncertain resources: Representation and utility function. In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, pages 1486-1492, 2006.
2. [Bardak et al., 2006b] Ulas Bardak, Eugene Fink, Chris R. Martens, and Jaime G. Carbonell. Scheduling with uncertain resources: Elicitation of additional data. In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, pages 1493-1498, 2006.
3. [Bayes, 1763] Thomas Bayes. An essay towards solving a problem in the doctrine of chances. Communicated by Richard Price in a letter to John Canton, 1763.
4. [Elsaesser and Stech, 2006] Christopher Elsaesser and Frank J. Stech. Detecting deception. In Alexander Kott and William M. McEneaney, editors, Adversarial Reasoning: Computational Approaches to Reading the Opponent's Mind, pages 101-124. Chapman and Hall / CRC, Boca Raton, FL, 2006.
5. [Fink et al., 2006] Eugene Fink, P. Matthew Jennings, Ulas Bardak, Jean Oh, Stephen F. Smith, and Jaime G. Carbonell. Scheduling with uncertain resources: Search for a near-optimal solution. In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, pages 137-144, 2006.
6. [Fu et al., 2008] Bin Fu, Eugene Fink, and Jaime G. Carbonell. Analysis of uncertain data: Tools for representation and processing. In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, pages 3256-3260, 2008.
7. [Gardiner et al., 2008] Steven Gardiner, Eugene Fink, and Jaime G. Carbonell. Scheduling with uncertain resources: Learning to make reasonable assumptions. In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, pages 2554-2559, 2008.
8. [Gershman et al., 2009] Anatole Gershman, Eugene Fink, Bin Fu, and Jaime G. Carbonell. Analysis of uncertain data: Selection of probes for information gathering. In Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2009.
9. [Grünwald and Dawid, 2004] Peter D. Grünwald and A. Philip Dawid. Game theory, maximum entropy, minimum discrepancy, and robust Bayesian decision theory. Annals of Statistics, 32(4), pages 1367-1433, 2004.
10. [Heuer, 1999] Richards J. Heuer, Jr. Psychology of Intelligence Analysis. Center for the Study of Intelligence, Central Intelligence Agency, Washington, DC, 1999.
11. [Kullback, 1987] The Kullback-Leibler distance. The American Statistician, 41, pages 340-341, 1987.
12. [Kullback and Leibler, 1951] Solomon Kullback and Richard A. Leibler. On information and sufficiency. Annals of Mathematical Statistics, 22, pages 79-86, 1951.
13. [Lin, 1991] Jianhua Lin. Divergence measures based on the Shannon entropy. IEEE Transactions on Information Theory, 37(1), pages 145-151, 1991.
14. [Pearl, 1988] Judea Pearl. Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference. Morgan Kaufmann, San Mateo, CA, 1988.
15. [Shannon, 1948] Claude E. Shannon. A mathematical theory of communication. The Bell System Technical Journal, 27, pages 379-423 and 623-656, 1948.