Computer Science ›› 2015, Vol. 42 ›› Issue (4): 258-262.doi: 10.11896/j.issn.1002-137X.2015.04.053

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Logistics Frequent Path Sequence Mining Algorithm Based on Topological Information

YANG Jun-yao, MENG Zu-qiang and JIANG Liang   

  • Online:2018-11-14 Published:2018-11-14

Abstract: In order to get frequent paths from massive logistics data,according to the feature of logistics networks and logistics,this paper provided a logistics data model and a frequent path sequence mining algorithm PMWTI(Path Mining With Topology Information) taking the topological information of logistics networks into consideration.In PMWTI,a cost tolerable degree pruning method used for the deep pruning of candidate path sequences was designed.This method discards some candidate path sequences which are gained by Apriori pruning method but can’t be frequent path sequences.It can downscale the candidate path sequences,so that the algorithm scans the dataset less.The experimental result shows that,compared with the same algorithm which do not adopt this pruning method,PMWTI has better mi-ning efficiency.

Key words: Logistics,Frequent path,Sequence pattern,Data mining

[1] Han J,Gonzalez H,Li X,et al.Warehousing and mining massive RFID data sets[C]∥ADMA’ 06.2006
[2] Gonzalez H,Han J,Li X,et al.Warehousing and analyzing massive RFID data sets [C]∥Proc.of the 22nd Int.Conf.on Data Engineering (ICDE’06).2006:83-92
[3] 胡孔法,张长海,陈崚,等.一种面向物流数据分析的路径序列挖掘算法ImGSP [J].东南大学学报:自然科学版,2008,38(6):970-974
[4] 赵秀丽,徐维祥.在物流RFID数据库中挖掘时空模式[J].物流技术,2011,30(9):101-104
[5] 胡孔法,孙艳,陈崚,等.现代物流系统中基于频繁子图的RFID路径挖掘算法[J].计算机集成制造系统,2010,16(11):2490-2494
[6] 陈竹西.面向RFID海量数据的若干数据挖掘技术研究[D].扬州:扬州大学,2009
[7] 谭晓博.基于EPC网络的RFID频繁路径挖掘研究与开发[D].上海:上海交通大学,2012
[8] Agrawal R,Srikant R.Mining sequential pattern [C]∥Proc.of the 11th International Conference on Data Engineering.Taipei,1995
[9] 张笑达,徐立臻.一种改进的基于矩阵的频繁项集挖掘算法[J].计算机技术与发展,2010,20(4):93-96
[10] 付沙,廖明华,宋丹.基于压缩矩阵方式的Apriori改进算法[J].微电子学与计算机,2012,29(6):28-32
[11] 罗丹,李陶深.一种基于压缩矩阵的Apriori算法改进研究[J].计算机科学,2013,40(12):75-80
[12] 杨俊瑶,蒙祖强.基于时间依赖的物联网络模型的路径规划[J].广西师范大学学报:自然科学版,2013,31(3):152-156

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