Stochastic ordering and robustness in classification from a Bayesian network

Decision Support Systems

Volumn 39, Issue 3, 2005, Pages 253-266

  Kim, Sung Ho ^a  

^a Korea Advanced Institute of Science and Technology (KAIST)   (South Korea)

Author keywords

Agreement level; Basic structures of model; Conditional probability; Graphical model; Positive association

Indexed keywords

COMPUTER SIMULATION; DECISION SUPPORT SYSTEMS; DECISION THEORY; MATHEMATICAL MODELS; PROBABILITY DISTRIBUTIONS; ROBUSTNESS (CONTROL SYSTEMS);

AGREEMENT LEVEL; BASIC STRUCTURES OF MODEL; CONDITIONAL PROBABILITY; GRAPHICAL MODEL; POSITIVE ASSOCIATION;

STOCHASTIC CONTROL SYSTEMS;

EID: 10644221921     PISSN: 01679236     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.dss.2003.10.010     Document Type: Article

References (19)

1. S.K. Andersen, F.V. Jensen, K.G. Olesen, F. Jensen, HUGIN: A Shell for Building Bayesian Belief Universes for Expert Systems [Computer Program], HUGIN Expert, Aalborg, Denmark, 1989.
2. S.A. Andersson, D. Madigan, M.D. Perlman, On the Markov equivalence of chain graphs, undirected graphs, and acyclic digraphs, Scandinavian Journal of Statistics 24 (1997) 81-102.
3. S.A. Andersson, D. Madigan, M.D. Perlman, A characterization of Markov equivalence classes for acyclic digraphs, The Annals of Statistics 25 (2) (1997) 505-541.
4. M.H. DeGroot, Optimal Statistical Decisions, McGraw-Hill, New York, 1970.
5. ERGO [computer program] Noetic Systems, Baltimore, MD (1991).
6. P.W. Holland, P.R. Rosenbaum, Conditional association and unidimensionality in monotone latent variable models, The Annals of Statistics 14 (4) (1986) 1523-1543.
7. F.V. Jensen, An Introduction to Bayesian Networks, Springer, New York, 1996.
8. B.W. Junker, J.L. Ellis, A characterization of monotone unidimensional latent variable models, The Annals of Statistics 25 (3) (1997) 1327-1343.
9. S.-H. Kim, Ability diagnosis in junior high school first year Mathematics and a survey result, Proceedings of the First International Commission on Mathematical Instruction - East Asia Regional Conference on Mathematics Education. (98 ICMI-EARCOME 1, Aug. 17 21, 1998), vol. 2, Korea Society of Mathematical Education, Seoul, South Korea, 1998, pp. 637-645.
10. H.E. Kyburg Jr., H.E. Smokler (Eds.), Studies in Subjective Probability, Robert E. Krieger Publishing Company, Huntington, New York, 1980.
11. O.I. Larichev, A.V. Kortnev, D.Y. Kochin, Decision support systems for classification of a finite set of multicriteria alternatives, Decision Support Systems 33 (2002) 13-21.
12. S.L. Lauritzen, D.J. Spiegelhalter, Local computations with probabilities on graphical structures and their application to expert systems, Journal of the Royal Statistical Society, B 50 (2) (1988) 157-224.
13. R.J. Mislevy, Evidence and inference in educational assessment, Psychometrika 59 (4) (1994) 439-483.
14. J.C. Partyka, R.W. Hall, On the road to service, ORMS Today 27 (4) (2000) 26-30.
15. J. Pearl, Probabilistic Reasoning In Intelligent Systems: Networks of Plausible Inference, Morgan Kaufmann. San Mateo, CA, 1988.
16. J.P. Shim, M. Warkentin, J.F. Courtney, D.J. Power, R. Carlsson, C. Carlsson, Past, present, and future of decision support technology. Decision Support Systems 33 (2002) 111-126.
17. P.C. Verhoef, B. Conkers, Predicting customer potential value an application in the insurance industry, Decision Support Systems 32 (2001) 189-199.
18. S. Walczak, W.E. Pofahl, R.J. Scorpio, A decision support tool for allocating hospital bed resources and determining required acuity of care, Decision Support Systems 34 (4) (2003) 445-456.
19. J. Whittaker, Graphical Models in Applied Multivariate Statistics, Wiley, New York, 1990.