Title :
On heuristic mapping of decision surfaces for post-evaluation analysis
Author :
Branley, Major Bill ; Fradin, Russell ; Kimbrough, Steven O. ; Shafer, Tate
Author_Institution :
US Army Artificial Intelligence Center, Washington, DC, USA
Abstract :
The value for decision making of high-quality post-solution analysis of decision support models can hardly be overestimated. Candle-lighting analysis (CLA) takes this notion very seriously and brings to the table a series of computational approaches for gaining insight into decision problems by performing heuristic mapping of decision surfaces for management science models. The principal aims of this paper are to present, illustrate, and demonstrate the value, and extensive range, of candle-lighting analysis (CLA) ideas in the context of a new decision support system, CLAP-NT. In addition to illustrating how heuristic decision surface maps may be used for post-evaluation analysis, we present preliminary results comparing the efficacy of a genetic algorithm and a random search for mapping decision surfaces
Keywords :
decision support systems; genetic algorithms; heuristic programming; management science; search problems; CLAP-NT; candle-lighting analysis; computational approaches; decision models; decision support system; genetic algorithm; heuristic decision surface maps; heuristic mapping; management science models; post-evaluation analysis; post-solution analysis; random search; Algorithm design and analysis; Artificial intelligence; Decision making; Decision support systems; Genetic algorithms; Information analysis; Lifting equipment; Performance analysis; Sensitivity analysis; World Wide Web;
Conference_Titel :
System Sciences, 1997, Proceedings of the Thirtieth Hawaii International Conference on
Conference_Location :
Wailea, HI
Print_ISBN :
0-8186-7743-0
DOI :
10.1109/HICSS.1997.663200