A probabilistic reasoning model is defined where the decision maker (d.m.) is engaged in a sequential information-gathering process facing the trade-off between the reliability of the achieved solution and the associated observation cost. The d.m. is directly involved in the proposed flexible control strategy, which is based on information-theoretic principles. The devised strategy works on a Bayesian belief network that allows the efficient representation and manipulation of the knowledge base relevant to the problem domain. It is shown that this strategy guarantees a constant factor approximate solution with respect to the optimum of the decision problem. Some application examples are also discussed. (C) 1999 Elsevier Science B.V. All rights reserved.

Reverberi, P., Talamo, M. (1999). Probabilistic model for interactive decision-making. DECISION SUPPORT SYSTEMS, 25(4), 289-308 [10.1016/S0167-9236(99)00013-5].

Probabilistic model for interactive decision-making

TALAMO, MAURIZIO
1999-01-01

Abstract

A probabilistic reasoning model is defined where the decision maker (d.m.) is engaged in a sequential information-gathering process facing the trade-off between the reliability of the achieved solution and the associated observation cost. The d.m. is directly involved in the proposed flexible control strategy, which is based on information-theoretic principles. The devised strategy works on a Bayesian belief network that allows the efficient representation and manipulation of the knowledge base relevant to the problem domain. It is shown that this strategy guarantees a constant factor approximate solution with respect to the optimum of the decision problem. Some application examples are also discussed. (C) 1999 Elsevier Science B.V. All rights reserved.
1999
Pubblicato
Rilevanza internazionale
Articolo
Nessuno
Settore INF/01 - INFORMATICA
English
Decision making; Decision theory; Information retrieval; Knowledge based systems; Mathematical models; Probability; Statistical methods; Bayesian belief networks; Information-gathering strategy; Myopic policy; Decision support systems
Reverberi, P., Talamo, M. (1999). Probabilistic model for interactive decision-making. DECISION SUPPORT SYSTEMS, 25(4), 289-308 [10.1016/S0167-9236(99)00013-5].
Reverberi, P; Talamo, M
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2108/41900
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