摘要
针对海产品安全预警系统中数据缺失问题,提出了一种缺失数据填补方法,目前,使用粗糙集填补的方法很多,但很多方法并没有考虑到每个对象缺失属性个数。该方法将存在缺失数据的信息表分为完备和不完备两部分,并分别对其进行处理,对缺失数据填补时综合考虑属性重要性和缺失属性个数;不存在缺失数据的信息表则直接输出;实验结果表明方法能用于海产品安全预警系统中缺失数据填补。
In view of missing data problem in seafood safety warning system, a method for filling the missing data is proposed. Currently, there are many ways using rough set to fill missing data, but many methods do not take into account the number of missing attributes for each object. With the method information missing data table is divided into two parts,complete and incomplete information table, and it is processed separately, attribute importance and the number of missing attribute are taken into account when filling the missing data. No missing data information table directly outputs. Experimental results show that the method can be used for seafood safety warning system to fill missing data.
出处
《计算机工程与应用》
CSCD
北大核心
2015年第11期119-123,共5页
Computer Engineering and Applications
基金
辽宁省自然科学基金(No.2014020141)
中国博士后基金项目(No.2012M520158)
辽宁省百千万人才基金择优资助项目(No.2012921058)
辽宁省教育厅项目(No.L2012397
No.L2012396
No.L2012400)
辽宁省社会科学规划基金重点项目(No.L14AGL001)
