Generalized Net of the Process of Sequential Pattern Mining by Generalized Sequential Pattern Algorithm (GSP)

被引:11
|
作者
Bureva, Veselina [1 ]
Sotirova, Evdokia [1 ]
Chountas, Panagiotis [2 ]
机构
[1] Prof Asen Zlatarov Univ, Burgas 8010, Bulgaria
[2] Univ Westminster, Sch Elect & Comp Sci, London W1W 6UW, England
关键词
Generalized Nets; Generalized Sequential Pattern; Sequential Pattern Mining; Frequent Pattern Mining; Data Mining; Weather databases; Algorithms;
D O I
10.1007/978-3-319-11310-4_72
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the present paper is constructed a Generalized net model of a process of sequential pattern mining by a generalized sequential pattern algorithm. Sequence pattern mining is a technique used for predictive data mining. It is used for discovering of frequent sequences in the databases. A sequence is regarded as frequent when it occurs in the data above a previously user defined minimum support within the applied time constraints. The analysis is an extension of frequent pattern mining technique that extracts frequent itemsets. They can be used for the creation of association rules. GSP algorithm was realized with metrological observations from weather databases, infrared camera and smoke detector to determine the possibility of forest fire. The proposed Generated net model can be used to monitor the sequence pattern mining process depending on meteorological parameters.
引用
收藏
页码:831 / 838
页数:8
相关论文
共 50 条
  • [31] Generalized Net Model of Sequential Programs
    Todorova, Magdalina
    Orozova, Daniela
    2018 20TH INTERNATIONAL SYMPOSIUM ON ELECTRICAL APPARATUS AND TECHNOLOGIES (SIELA), 2018,
  • [32] Projection position-based sequential pattern mining algorithm
    Wang, Weina
    Li, Taoshen
    Chen, Qingfeng
    Huazhong Keji Daxue Xuebao (Ziran Kexue Ban)/Journal of Huazhong University of Science and Technology (Natural Science Edition), 2012, 40 (SUPPL.1): : 104 - 107
  • [33] Fast interactive sequential pattern mining algorithm based on PrefixSpan
    Lu, Jieping
    Liu, Yuebo
    Ni, Weiwei
    Liu, Tongming
    Sun, Zhihui
    Dongnan Daxue Xuebao (Ziran Kexue Ban)/Journal of Southeast University (Natural Science Edition), 2005, 35 (05): : 692 - 696
  • [34] Closed Sequential Pattern Mining Algorithm Based Positional Data
    Zhu Zhenxin
    Lu Jiaguo
    ADVANCED TECHNOLOGY IN TEACHING - PROCEEDINGS OF THE 2009 3RD INTERNATIONAL CONFERENCE ON TEACHING AND COMPUTATIONAL SCIENCE (WTCS 2009), VOL 1: INTELLIGENT UBIQUITIOUS COMPUTING AND EDUCATION, 2012, 116 : 45 - +
  • [35] A multi-supports-based sequential pattern mining algorithm
    Xiong, Y
    Zhu, YY
    FIFTH INTERNATIONAL CONFERENCE ON COMPUTER AND INFORMATION TECHNOLOGY - PROCEEDINGS, 2005, : 170 - 174
  • [36] Location-Based Parallel Sequential Pattern Mining Algorithm
    Kim, Byoungwook
    Yi, Gangman
    IEEE ACCESS, 2019, 7 : 128651 - 128658
  • [37] Alarms Association Rules Based on Sequential Pattern Mining Algorithm
    Hou Sizu
    Zhang Xianfei
    FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 2, PROCEEDINGS, 2008, : 556 - 560
  • [38] A Novel Approach for Sequential Pattern Mining By Using Genetic Algorithm
    Saravanan, M.
    Jyothi, V. L.
    2014 INTERNATIONAL CONFERENCE ON CONTROL, INSTRUMENTATION, COMMUNICATION AND COMPUTATIONAL TECHNOLOGIES (ICCICCT), 2014, : 284 - 288
  • [39] A sequential pattern mining algorithm using rough set theory
    Kaneiw, Ken
    Kudo, Yasuo
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2011, 52 (06) : 881 - 893
  • [40] An Earthquake Sequential Pattern Mining Algorithm Based On General Constraint
    Wu, Shaochun
    Fang, Minfu
    Li, Yinyin
    Zhang, Bofeng
    PROCEEDINGS OF THE 9TH INTERNATIONAL CONFERENCE FOR YOUNG COMPUTER SCIENTISTS, VOLS 1-5, 2008, : 1878 - 1883