A Framework for Refining Multiattribute Value Functions in Computer-Based Decision Aids

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Citation: David A. Klein and Martin Weber and Edward H. Shortliffe. (1991) A Framework for Refining Multiattribute Value Functions in Computer-Based Decision Aids. In , 1991.

Publication techreport ( Edit )
type Technical Report
bibtype techreport
Bibtex basics
author David A. Klein and Martin Weber and Edward H. Shortliffe
title A Framework for Refining Multiattribute Value Functions in Computer-Based Decision Aids
number KSL-91-04
institution Knowledge Systems, AI Laboratory
year 1991
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abstract Computer-based decision aids encourage the iterative, interactive refinement of preference functions by providing convenient facilities for inspecting, modifying, and executing such functions. The operational contexts in which such automated tools are employed, however, introduce at least two new challenges in refinement: (1) We require a methodology for focusing the decision maker's attention on both sensitive and insensitive parameter values that may be inconsistent with his preferences and (2) this methodology must be accessible to decision makers who lack substantial decision-analytic training. In this paper, we present a computer-based framework for refining multiattribute value functions that addresses these challenges. The framework clarifies the qualitative relationships among value-function parameters and decisions to promote refinement, imposing organization on the sensitivity-analysis tools and parameter-management facilities commonly provided by automated aids for multiattribute decision making. Our methodology illustrates the feasibility of interpreting and guiding the refinement of preference functions automatically in computer-based decision aids.

KSL Technical Report ID: KSL-91-04
Facts about A Framework for Refining Multiattribute Value Functions in Computer-Based Decision AidsRDF feed
Abstract Computer-based decision aids encourage the … Computer-based decision aids encourage the iterative, interactive refinement of preference functions by providing convenient facilities for inspecting, modifying, and executing such functions. The operational contexts in which such automated tools are employed, however, introduce at least two new challenges in refinement: (1) We require a methodology for focusing the decision maker's attention on both sensitive and insensitive parameter values that may be inconsistent with his preferences and (2) this methodology must be accessible to decision makers who lack substantial decision-analytic training. In this paper, we present a computer-based framework for refining multiattribute value functions that addresses these challenges. The framework clarifies the qualitative relationships among value-function parameters and decisions to promote refinement, imposing organization on the sensitivity-analysis tools and parameter-management facilities commonly provided by automated aids for multiattribute decision making. Our methodology illustrates the feasibility of interpreting and guiding the refinement of preference functions automatically in computer-based decision aids. matically in computer-based decision aids.
Author David A. Klein and Martin Weber and Edward H. Shortliffe  +
Bibtype techreport  +
Has author David A. Klein and Martin Weber and Edward H. Shortliffe  +
Has identifier KSL-91-04  +
Has publishing details 1991  +
Has title A Framework for Refining Multiattribute Value Functions in Computer-Based Decision Aids  +
Has year 1991  +
Institution Knowledge Systems, AI Laboratory  +
Ksl tr id KSL-91-04  +
Number KSL-91-04  +
Process note YES  +
Title A Framework for Refining Multiattribute Value Functions in Computer-Based Decision Aids  +
Year 1991  +
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