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基于粗集理论的医学诊断规则提取方法 被引量:11

Extracting medical diagnosis rules based on rough sets theory
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摘要 讨论了医学诊断的知识获取问题 ,基于粗集理论提出了完整的知识获取方法 .包括连续信息系统的离散化、信息系统约简、决策规则提取、决策模型生成等 .以十二指肠溃疡为例 ,讨论了知识处理的过程 。 In this paper, we study how to extract medical diagnosis rules from medical cases. Based on the rough set theory, we bring forward a way to acquiring knowledge, including discreting continuouos information system, reducting informatin system, acquiring decision rules and generating decision model. In this paper, based on 122 medical examples of highly selective vagotomy patients, we discuss the whole process of knowledge acquisition, in order to apply artifical intelligence technology into medical diagnosis.
出处 《系统工程学报》 CSCD 2002年第6期519-525,共7页 Journal of Systems Engineering
基金 国家自然科学基金资助项目 (79970 0 96 70 10 10 0 3 )
关键词 粗集理论 医学诊断 规则提取 离散化 知识获取 神经网络 专家系统 人工智能 rough sets continuous information system discretization acquisition rules
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参考文献8

  • 1Pawlak Z. Rough sets[ J]. International Journal of Information and Computer Science, 1982,11 (3): 341-356
  • 2Pawlak Z. Rough sets[ A]. In Theoretical Aspects of Reasoning About Data[ C ]. Dordreeht, Netherlands: Kluwer, 1991.21-43
  • 3吴福保,李奇,宋文忠.基于粗集理论知识表达系统的一种归纳学习方法[J].控制与决策,1999,14(3):206-211. 被引量:52
  • 4Slowinski R, et al. ‘RoughDAS' and ‘ RoughCLASS' software implications of the rough sets approach[ A]. Ziarko W. Rough Sets, Fuzzy Sets and Knowledge Discovery[ C]. Sastatchewan: 1999.221-229
  • 5Rabaseda S, Rakotomalala R, Sebban M. A comparison of some contextual discretization methods[ J]. Informatics and Computer Science, 1996,92(2): 137-157
  • 6Yao Y Y. Constructive and algebraic methods of the theory of rough sets[ J]. Journal of Information Sciences, 1998,109( 1 ):21-47
  • 7Skowron A, Rauszer C. The discernibility matrices and functions in information systems[ A]. Slowinski R. Intelligent Decision Support, Handbook of Applications and Advances of the Rough Set Theory[ C]. Dordrecht, Netherlands: 1998.331-362
  • 8洪家荣.示例学习的扩张矩阵理论[J].计算机学报,1991,14(6):401-410. 被引量:31

二级参考文献6

  • 1洪家荣,计算机学报,1989年,12卷,2期
  • 2洪家荣,Progress in Machine Language,1987年
  • 3洪家荣,1986年
  • 4洪家荣,Int J Comput Inform Sci,1985年,14卷,6期,421页
  • 5曾黄麟,粗集理论及其应用.关于数据推理的新方法,1996年
  • 6Wong S,Int J Man Mach Studies,1986年,23卷,53页

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二级引证文献84

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