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Establishing dominance between strategies with interval judgments of state probabilities
Affiliation:1. Korea University Business School, Anam-Dong, Seongbuk-gu, Seoul 136-701, South Korea;2. Department of Management Science and Engineering, Stanford University, 475 Via Ortega, Stanford, CA 94305-4121, United States;1. Science College, Chongqing Jiaotong University, Chongqing, China;2. College of Economics and Business Administration, Chongqing University, Chongqing, China;3. School of Management and Information Systems, Victoria University, Melbourne, Australia;1. Universidad Nacional de Colombia, Carrera 45 No 26-85, Bogotá, Colombia;2. Petromarkers, Inc., 16850 Saturn Ln, Houston, TX, 77058, United States;1. Kookmin University, College of Social Studies, Seongbuk-gu, Seoul, Republic of Korea;2. Korea University, Department of Korean History, Republic of Korea;3. Korea University, Department of North Korean Studies, Republic of Korea;4. National Museum of Korean Contemporary History, Republic of Korea
Abstract:
In decision-making under uncertainty, a decision-maker is required to specify, possibly with the help of decision analysts, point estimates of the probabilities of uncertain events. In this setting, it is often difficult to obtain very precise measurements of the decision-maker׳s probabilities on the states of nature particularly when little information is available to evaluate probabilities, available information is not specific enough, or we have to model the conflict case where several information sources are available.In this paper, imprecise probabilities are considered for representing the decision-maker׳s perception or past experience about the states of nature, to be specific, interval probabilities, which can be further categorized as (a) intervals of individual probabilities, (b) intervals of probability differences, and (c) intervals of ratio probabilities. We present a heuristic approach to modeling a wider range of types of probabilities as well as three types of interval probabilities. In particular, the intervals of ratio probabilities, which are widely used in the uncertain AHP context, are analyzed to find extreme points by the use of change of variables, not to mention the first two types of interval probabilities. Finally, we examine how these extreme points can be used to determine an ordering or partial ordering of the expected values of strategies.
Keywords:Decision-making under uncertainty  Interval probabilities  Change of variables  Extreme points  Dominance
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