一种基于压缩规则的关联分类方法
摘要
目前基于关联分类方法的分类器通常只选取少数高质量的类规则进行分类,使得一部分待分类的数据无法分类。鉴于压缩规则可以表示多条同质量的类规则,且比单一规则具有更好的数据匹配性,提出了以压缩规则为单位构造分类器的方法,实验结果表明,新的方法提高了分类的能力和精度。
基金
福建省自然科学基金~~
参考文献15
-
1Iiu bing,hsu Wynne,Ma yiming.integrating classificatiion and Association Rule Mining[C]. In Proceedings of KDD-98, New York, Aug 27-31. 1998.
-
2Iiu bing,hsu Wynne,Wong CK.Classification using association roles: weaknesses and enhancements. In: Vipin Kumar et al. Data Mining for Scientific and Engineering Applications[M]. 2001, 591.
-
3Joachima T.Text Categorization with Support Vector Machines with Many Relevant Features[C]. In Proceeding of 10th European Conference. Machine Learning (ECML ' 98),1998.
-
4Dong G,Zhang X,Wong L,et al. Patterns[C]. In Proceeding of Second International Conference Discovery Science (DS ' 99).Japan,1999.
-
5Li Wenmin,Han Jiawei,Pei Jian.CMAR: ification based on multiple class-association rules[C]. In Proceeding of IEEE International Conference Data Mining (ICDM'01).CA,2001:369-376.
-
6Yin Xiaoxin,Han Jiawei.CPAR:Classification based on Predictive Association Rules[C]. In Proceedings of the third SIAM International Conference.San Francisco,2003.
-
7BaralisE,Garza P.A lazy Approach to pruning Classification Rules[C].Proceeding of IEEE International Conference Data Mining (ICDM ' 02).Japan, 2002.
-
8Thabtah F,Cowling P,Peng Yong.MMAC:A New Multi-class, Multi-label Associative Classification Approach[C]. In Proceeding of IEEE International Conference Data Mining (ICDM'04).UK,2004.
-
9Baralis E, Chiusano S, Garza P. A Lazy Approach to Associative Classification[J]. IEEE Transactions on Knowledge and data engineering, 2008,2(20).
-
10Cheng Hong, Yan Xifeng, Han Jiawei, et al. Direct discriminative pattern mining for effective classification[C]. In Proceeding of ICDE, Cancun, Mexico, 2008.
-
1李明,李珊,夏绪辉,唐秋华,郑巧仙.大规模多工位装配线平衡问题的规则组合算法[J].计算机集成制造系统,2013,19(11):2780-2787. 被引量:6
-
2姚文斌,叶鹏迪,李小勇,常静坤.基于压缩近邻的查重元数据去冗算法设计[J].通信学报,2015,36(8):1-7. 被引量:3
-
3帅典勋,顾静.细胞自动机超并行数据压缩方法[J].华东理工大学学报(自然科学版),1999,25(2):188-193. 被引量:2
-
4傅建明,朱福喜,刘莉萍.基于Petri网子范畴的压缩规则[J].小型微型计算机系统,2004,25(3):391-394.
-
5张志超.电动汽车领域基于规则的网管告警压缩机制研究及应用[J].软件,2012,33(12):185-187.
-
6朱明峰,杜建强,丁成华,何扬名.改进的快速随机游走舌像提取算法[J].计算机辅助设计与图形学学报,2015,27(4):633-639. 被引量:1
-
7帅典勋,顾静.基于遗传进化的元胞级并行无失真数据压缩方法[J].计算机学报,1999,22(8):797-803. 被引量:5
-
8蒋兴浩,万晨妍,陈抗生.利用SPKI委托证书实现分布式访问控制[J].电讯技术,2002,42(1):35-38. 被引量:2
-
9王超.一般模糊推理具有还原性的全蕴涵三I算法[J].重庆师范大学学报(自然科学版),2013,30(3):103-106. 被引量:1
-
10韩静,张东站.基于词语热度的启发式中文句子压缩算法[J].计算机工程与应用,2014,50(4):132-139. 被引量:1