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三支决策与三支关注的双量化集成
  • ISSN号:1003-6059
  • 期刊名称:《模式识别与人工智能》
  • 时间:0
  • 分类:TP18[自动化与计算机技术—控制科学与工程;自动化与计算机技术—控制理论与控制工程]
  • 作者机构:[1]四川师范大学数学与软件科学学院,成都610066, [2]四川师范大学智能信息与量子信息研究所,成都610066
  • 相关基金:国家自然科学基金项目(No.61673285,61203285)、四川省青年科技基金项目(No.2017JQ0046)、四川省教育厅科研项目(No.15ZB0028)资助
中文摘要:

三支决策依托的条件概率只具有相对性,绝对性度量的引入与集成有利于规则提取.文中挖掘绝对条件概率建立三支关注,研究三支决策与三支关注的双量化集成.提取相对条件概率与绝对条件概率,分析2种度量的系统关系,得到异质性与互补性.利用绝对条件概率建立三支关注,与三支决策进行双量化集成,得到集成区域类型与基本语义(粒)体系.利用一个统计决策表案例进行说明.三支关注依托绝对条件概率成为新型三支模式,与三支决策的双量化集成呈现系统性与应用性.

英文摘要:

The conditional probability used in three-way decisions only exhibits relativity, and thus the introduction and integration of absoluteness measures are useful for rule extraction. The absolute conditional probability is mined to establish three-way attentions, and the double-quantitative integration of three-way decisions and attentions is investigated. Firstly, the relative and absolute conditional probabilities are extracted, and their systematic relationships are analyzed to reveal their heterogeneity and complementarity. Then, three-way attentions are produced by the absolute conditional probability, and their double-quantitative integration with three-way decisions is made. Thus, the integrated region type and basic semantics (granule) system are achieved. Finally, a statistical decision table is provided for illustration. Based on the absolute conditional probability, three-way attentions become a new type of three-way patterns, and their double-quantitative integration with three-way decisions shows systematicness and applicability.

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期刊信息
  • 《模式识别与人工智能》
  • 中国科技核心期刊
  • 主管单位:中国科学技术协会 中国自动化学会
  • 主办单位:国家智能计算机研究开发中心 中国科学院合肥智能机械研究所
  • 主编:郑南宁
  • 地址:安徽省合肥市蜀山湖路350号中国科学院合肥智能机械研究所
  • 邮编:230031
  • 邮箱:bjb@iim.cas.cn
  • 电话:0551-5591176
  • 国际标准刊号:ISSN:1003-6059
  • 国内统一刊号:ISSN:34-1089/TP
  • 邮发代号:26-69
  • 获奖情况:
  • 国内外数据库收录:
  • 被引量:10169