Group decision-making methods for adapting solutions derived from case-based reasoning

被引：3
作者：
Yurin A.Y. [1 ]
机构：
[1] Institute of System Dynamics and Control Theory, Siberian Branch, Russian Academy of Sciences, Irkutsk
来源：
Scientific and Technical Information Processing | 2015年 / 42卷 / 05期
关键词：
adaptation; cases; decision making; group decision-making methods;
D O I：
10.3103/S014768821505010X
中图分类号：
学科分类号：
摘要：
An approach to adapting solutions that are derived from case-based reasoning is considered. The approach is based on the use of group decision-making methods. The proposed approach can be regarded as a new method of transformational adaptation in the context of planning. Cases that are used for solving planning problems contain plans in the form of totally or partially ordered action sequences (parts of solution). As a result of using the proposed approach, existing plans are transformed into a single plan that is precisely used to support decision making in a new situation. A detailed description of the approach and an example of its use in solving a real-life problem are given. © 2015, Allerton Press, Inc.
引用
收藏
页码：375 / 381
页数：6
相关论文
共 20 条
  • [1] Aamodt A., Plaza E., Case-based reasoning: foundational issues, methodological variations, and system approaches, AI Commun., 7, 1, pp. 39-59, (1994)
  • [2] Bergmann R., Experience Management: Foundations, Development Methodology, and Internet-Based Applications, Springer, (2002)
  • [3] Marir F., Watson I.D., Case-based reasoning: A review, Knowl. Eng. Rev., 9, 4, pp. 355-381, (1994)
  • [4] Varshavskii P.R., Eremeev A.P., Case-based reasoning simulation in intellectual decision support systems, Iskusstv. Intell. Prinyat. Reshen., 2, pp. 45-57, (2009)
  • [5] De Mantaras R.L., Mcsherry D., Bridge D., Leake D., Smyth B., Craw S., Faltings B., Maher M.L., Cox M.T., Forbus K., Keane M., Aamodt A., Watson I., Retrieval, reuse, revision and retention in case-based reasoning, Knowl. Eng. Rev., 20, 20, pp. 215-240, (2005)
  • [6] McSherry D., An adaptation heuristic for case-based estimation, Lect. Notes Comput. Sci., 1488, pp. 184-195, (1998)
  • [7] Wilke W., Smyth B., Cunningham P., Using configuration techniques for adaptation, Lect. Notes Comput. Sci., 1400, pp. 139-168, (1998)
  • [8] Plaza E., Arcos J.L., Constructive adaptation, Lect. Notes Comput. Sci., 2416, pp. 306-320, (2002)
  • [9] Mitra R., Basak J., Methods of case adaptation: A survey, Int. J. Intell. Syst., 20, 6, pp. 627-645, (2005)
  • [10] Munoz-Avila H., Cox M.T., Case-based plan adaptation: An analysis and review, IEEE Intell. Syst., 23, 4, pp. 75-81, (2008)
12