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基于增量计算的信息系统属性粒结构计算方法
  • ISSN号:1001-9081
  • 期刊名称:《计算机应用》
  • 时间:0
  • 分类:TP182[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]西北工业大学管理学院,西安710072, [2]西安电子科技大学经济与管理学院,西安710071
  • 相关基金:国家自然科学基金资助项目(71471146).
中文摘要:

针对不可分离信息系统的属性粒结构计算问题,提出一种利用分治和增量计算相结合的计算方法。首先,研究了在信息系统函数依赖集上增加新的函数依赖(FD)后,信息系统属性粒结构的变化规律,证明了信息系统结构增量定理;其次,通过移除部分函数依赖,使不可分离信息系统成为可分离信息系统,利用分解定理计算出可分离信息系统结构;然后,将移除的函数依赖加入可分离信息系统,利用增量定理计算出原信息系统结构;最后,给出了计算不可分离信息系统属性粒结构的算法,分析了算法复杂度。与直接计算不可分离信息系统的粒结构相比,该计算方法可将计算复杂度从O(n×m×2n)降低到小于O(n×k×2n)(k

英文摘要:

A computational method utilizing divide-and-conquer and incremental computation was proposed to calculate the structure of attribute granule of an inseparable information system. Firstly, the rule that how the structure of attribute granule of an information system changed when new Functional Dependency (FD) was added to the functional dependency set of an information system was studied and the increment theorem of information system structure was proved. Secondly, by removing a part of the functional dependency, an inseparable information system could become a separable information system and the structure of the separable information system was calculated by using decomposition theorem. Thirdly, the removed functional dependency was added to the separable information system and the structure of the original information system was calculated by using increment theorem. Lastly, the algorithm to calculate the structure of attribute granule of inseparable information system was given and its complexity was analyzed. The complexity of the direct calculation of the structure of attribute granule of information system was O( n1 × m1 ×2n1), and the proposed method could reduce the complexity to below O( n × k ×2n) ( k 〈 m), and when k = 1,2, the complexity could be reduced to O( n1 × ml ×2n~) + O( n2 × m2 × 2n2) ( n = nl + n2, m = m1 + m2). The theoretical analysis and practical calculation demonstrate that the proposed method can effectively reduce the computational complexity of the structure of attribute granule of an inseparable information system.

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期刊信息
  • 《计算机应用》
  • 北大核心期刊(2011版)
  • 主管单位:四川省科学技术协会
  • 主办单位:四川省计算机学会中国科学院成都分院
  • 主编:张景中
  • 地址:成都市人民南路四段九号科分院计算所
  • 邮编:610041
  • 邮箱:xzh@joca.cn
  • 电话:028-85224283
  • 国际标准刊号:ISSN:1001-9081
  • 国内统一刊号:ISSN:51-1307/TP
  • 邮发代号:62-110
  • 获奖情况:
  • 全国优秀科技期刊一等奖,国家期刊奖提名奖,中国期刊方阵双奖期刊,中文核心期刊,中国科技核心期刊
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,波兰哥白尼索引,美国剑桥科学文摘,英国科学文摘数据库,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:53679