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遗传算法在决策系统离散化中的应用 被引量:11

The Application of Genetic Algorithm for Discretization of Decision System
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摘要 离散化在粗糙集的实际应用中有重要的意义,它使得粗糙集有更广泛的应用范围。粗糙集中的离散化要求在保持原来决策系统的不可分辩关系情况下,用尽量少的断点进行离散化。文章针对该问题提出了一种遗传算法,将最小断点集作为优化目标,同时兼顾一致性的要求。最后对实例进行了求解,证明该算法是有效的。 Discretization of attributes with real values is an im-portant problem the applying of rough set,and it widen the scope of using rough set.Discretization based on rough set is to seek possibly minimum number of discrete intervals,and at the same time it should not weaken the indis cernibility ability of the original decision system.A genetic algorithm for this problem is proposed.The minimum set of cuts is the goal of optimizing.And the consistency is also considered.The self-adapted muta-tion strategy is constructed accordingly.And the result of the al-gorithm on a real data set shows that the algorithm is effective.
出处 《微电子学与计算机》 CSCD 北大核心 2003年第2期19-21,共3页 Microelectronics & Computer
基金 国家自然科学基金资助项目(69703011)
关键词 遗传算法 决策系统 离散化 粗糙集 智能信息处理 Rough set,Discretization,Cuts,Genetic algorithm
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参考文献5

  • 1[1]Pawlak Z, Grzymala-Bausse J, Slowinski R, et al. Rough sets[J]. Communications of the ACM, 1995, 38(11):89~95. 被引量:1
  • 2[2]Pawlak Z, Skowron A. Rough Sets Rudiments[M]. Bulletin of IRSS, 1999:67~70. 被引量:1
  • 3[3]Ziarko W. Introduction to the special issue on rough sets and knowledge discovery. International Journal of Computational Intelligence, 1995,11(2):223~226. 被引量:1
  • 4[4]Nguyen H S, Skowron A. Quantization of real value attributes. Proceedings of Second Joint Annual Conf. on Information Science, Wrightsville Beach, North Carolina, 1995:34~37. 被引量:1
  • 5[5]Nguyen H S. Discretization of Real Value Attributes: Boolean reasoning Approach[Ph. D Dissertation]. Warsaw University,Warsaw, Poland, 1997. 被引量:1

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