计算机工程

• 软件技术与数据库 • 上一篇    下一篇

水产品安全评估体系中属性约简算法研究

鄂旭a,b,谭艳a,励建荣b,毛玫静a,杨明婧a   

  1. (渤海大学a.信息科学与技术学院; b.食品科学研究院,辽宁 锦州 121000)
  • 收稿日期:2015-04-27 出版日期:2016-03-15 发布日期:2016-03-15
  • 作者简介:鄂旭(1971-),男,教授、博士,主研方向为数据挖掘、物联网;谭艳,硕士研究生;励建荣,教授;毛玫静、杨明婧,硕士研究生。
  • 基金项目:

    辽宁省百千万人才择优基金资助项目(2012921058);辽宁省自然科学基金资助项目(2014020141);辽宁省社会科学规划基金资助项目(L14AGL001)。

Research on Attribute Reduction Algorithm in Aquatic Product Safety Assessment System

E Xu a,b,TAN Yan a,LI Jianrong b,MAO Meijing a,YANG Mingjinga   

  1. (a.School of Information Science and Technology; b.Food Science Research Institution, Bohai University,Jinzhou,Liaoning 121000,China)
  • Received:2015-04-27 Online:2016-03-15 Published:2016-03-15

摘要:

针对水产品安全评估体系中评估指标的复杂和冗余问题,提出一种混合信息量的属性约简算法。该算法采用正域和信息量相融合的方法,定义属性不重要性公式。为减少算法的搜索空间,只计算除核属性以外的样例属性不重要性。实例验证和分析结果表明,与启发信息为属性依赖性或属性频率的约简算法相比,该算法具有更好的属性约简效果,可以应用于水产品安全评估体系中评估指标的约简。

关键词: 属性约简, 水产品安全, 信息量, 粗糙集, 核属性

Abstract:

Aiming at the complexity and redundancy of the evaluation index in the aquatic product safety assessment system,a new attribute reduction algorithm based on attribute unimportance is proposed.The algorithm uses the method of fusing the positive region and the information,defines the formula of attribute unimportance,and calculates the attribute unimportance of the samples which excepts the core attribute in order to reduce the search space.Experimental validation and analysis show that the attribute reduction effect of the algorithm is better than that of heuristic information attribute reduction.It can be used to reduce the assessment index in the aquatic product safety assessment system.

Key words: attribute reduction, aquatic products safety, information quantity, rough set, core attribute

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