Risk and user preferences in winner determination
Author(s) -
Güleser Kalaycı Demir,
Maria Gini
Publication year - 2003
Publication title -
citeseer x (the pennsylvania state university)
Language(s) - English
Resource type - Conference proceedings
ISBN - 1-58113-788-5
DOI - 10.1145/948005.948025
Subject(s) - computer science , expected utility hypothesis , risk aversion (psychology) , utility theory , decision theory , mechanism (biology) , operations research , mathematical optimization , mathematical economics , microeconomics , economics , mathematics , philosophy , epistemology
We discuss a solution to the winner determination problem which takes into account not only costs but also risk aversion of the agent that accepts the bids and works for tasks that have time and precedence constraints. We develop an equivalent unit approach to the group of tasks to analyze the system and use Expected Utility Theory as the basic mechanism for decision-making. Our theoretical and experimental analysis shows that Expected Utility is especially useful for choosing between cheap-but-risky and costly-but-safe bids. Moreover, we show how bids with similar costs and similar probabilities of being successfully completed but different time windows can be efficiently selected or rejected.
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