Bringing order into bayesian-network construction

Proceedings of the 3rd International Conference on Knowledge Capture, K-CAP'05

Volumn , Issue , 2005, Pages 121-128

  Helsper, E M ^a   Van Der Gaag, L C ^a   Feelders, A J ^a   Loeffen, W L A ^b   Geenen, P L ^a   Elbers, A R W ^b  

^a UTRECHT UNIVERSITY   (Netherlands)

^b WAGENINGEN UNIVERSITY   (Netherlands)

Author keywords

Bayesian networks; Interview techniques; Probability estimation; Uncertainty

Indexed keywords

BAYESIAN; DATA COLLECTION; DOMAIN EXPERTS; ELICITATION TECHNIQUES; EXPERT KNOWLEDGE; IN-BUILDINGS; INTERVIEW TECHNIQUES; NETWORK CONSTRUCTION; PROBABILISTIC KNOWLEDGE; PROBABILITY ESTIMATION; QUALITATIVE KNOWLEDGE; SMALL DATA;

DATA ACQUISITION; DISTRIBUTED PARAMETER NETWORKS; ESTIMATION; INFERENCE ENGINES; INTELLIGENT NETWORKS; PROBABILITY; SPEECH RECOGNITION;

BAYESIAN NETWORKS;

EID: 33845198074     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1088622.1088645     Document Type: Conference Paper

References (12)

1. Brunk H.D. Maximum likelihood estimates of monotone parameters. Annals of Mathematical Statistics, 1955, 26: 607-616.
2. Druzdzel M.J., van der Gaag L.C. Elicitation of probabilities for belief networks: combining qualitative and quantitative information. In: Besnard P., Hanks S. (Eds.). Proceedings of the Eleventh Conference on Uncertainty in Artificial Intelligence. Morgan Kaufmann Publishers, San Francisco, California, 1995, 141-148.
3. Feelders A., van der Gaag L.C. Learning Bayesian network parameters under order constraints. In: Lucas P. (Ed.). Proceedings of the Second European Workshop on Probabilistic Graphical Models (PGM'04). Leiden, 2004, 73-80.
4. Gigerenzer G., Hoffrage U. How to improve Bayesian reasoning without instruction: frequency formats. Psychological Review, 1995, 102: 684-704.
5. Helsper E.M., van der Gaag L.C. Building Bayesian networks through ontologies. In: van Harmelen F. (Ed.). Proceedings of the 15th European Conference on Artificial Intelligence. IOS Press, Amsterdam, 2002, 680-684.
6. Helsper E.M., van der Gaag L.C., Groenendaal F. Designing a procedure for the acquisition of probability constraints for Bayesian networks. In: Motta E., Shadbolt N.R., Stutt A., Gibbins N. (Eds.). Engineering Knowledge in the Age of the Semantic Web: 14th International Conference, EKAW 2004. Springer-Verlag, Heidelberg, 2004, 280-292.
7. Jensen F.V. Bayesian Networks and Decision Graphs. Springer-Verlag, New York, 2001.
8. Kahneman D., Slovic P., Tversky A. Judgment under Uncertainty: Heuristics and Biases. Cambridge University Press, Cambridge, 1982.
9. Meyer M.A., Booker J.M. Eliciting and Analyzing Expert Judgment: A Practical Guide. ASA-SIAM Series on Statistics and Applied Probability, 2001.
10. Miller G.A. The magical number seven, plus or minus two: some limits on our capacity for processing information. Psychological Review, 1956, 63: 81-97.
11. Morgan M.G., Henrion M. Uncertainty, a Guide to Dealing with Uncertainty in Quantitative Risk and Policy Analysis. Cambridge University Press, Cambridge, 1990.
12. Robertson T., Wright F., Dykstra R.L. Order Restricted Statistical Inference. Wiley, New York, 1988.