A Comparative Analysis of Frequent Pattern Mining Algorithms Used for Streaming Data

被引：0
|
作者：
Shalini [1 ]
Jain, Sanjay Kumar [1 ]
机构：
[1] Natl Inst Technol, Dept Comp Engn, Kurukshetra 136119, Haryana, India
来源：
2017 IEEE INTERNATIONAL CONFERENCE ON COMPUTING, COMMUNICATION AND AUTOMATION (ICCCA) | 2017年
关键词：
Data streams; Stream data mining; Frequent pattern mining;
D O I：
暂无
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Frequent pattern mining across streaming data is a challenging task. It require real time response and incurs great computational complexity. In this paper, we discuss challenges of developing frequent pattern mining algorithms for streaming data, compare three algorithms proposed in literature and explore scope of improvement in the algorithms. We discuss the suitability of these algorithms according to applications.
引用
收藏
页码：250 / 255
页数：6
相关论文
共 50 条
  • [1] A comparative study among algorithms for frequent pattern generation in data mining
    Islam, MR
    Khan, SM
    Robin, SSK
    Asad-Uz-Zaman, M
    [J]. Proceedings of the Eighth IASTED International Conference on Artificial Intelligence and Soft Computing, 2004, : 193 - 198
  • [2] A Review of Frequent Pattern Mining Algorithms for Uncertain Data
    Bhogadhi, Vani
    Chandak, M. B.
    [J]. PROCEEDINGS OF SAI INTELLIGENT SYSTEMS CONFERENCE (INTELLISYS) 2016, VOL 2, 2018, 16 : 974 - 983
  • [3] A Comparative Analysis of Algorithms for Mining Frequent Itemsets
    Busarov, Vyacheslav
    Grafeeva, Natalia
    Mikhailova, Elena
    [J]. DATABASES AND INFORMATION SYSTEMS, DB&IS 2016, 2016, 615 : 136 - 150
  • [4] A Multi - flow Streaming Data Frequent Pattern Mining Adaptive Algorithm
    Feng, Fan
    Liao, Husheng
    Jin, Xueyun
    [J]. 5TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE APPLICATIONS AND TECHNOLOGIES (ACSAT 2017), 2017, : 142 - 149
  • [5] A Comparative Study of Frequent Pattern Mining with Trajectory Data
    Ding, Shiting
    Li, Zhiheng
    Zhang, Kai
    Mao, Feng
    [J]. SENSORS, 2022, 22 (19)
  • [6] Parallel Computing Algorithms for Big Data Frequent Pattern Mining
    Shaik, Subhani
    Subhani, Shaik
    Devarakonda, Nagaraju
    Nagamani, Ch.
    [J]. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND DATA ENGINEERING, 2018, 9 : 113 - 123
  • [7] Mining frequent itemsets from streaming transaction data using genetic algorithms
    Bagui, Sikha
    Stanley, Patrick
    [J]. JOURNAL OF BIG DATA, 2020, 7 (01)
  • [8] Mining frequent itemsets from streaming transaction data using genetic algorithms
    Sikha Bagui
    Patrick Stanley
    [J]. Journal of Big Data, 7
  • [9] Frequent Pattern Mining Algorithms for Finding Associated Frequent Patterns for Data Streams: A Survey
    Nasreen, Shamila
    Azam, Muhammad Awais
    Shehzad, Khurram
    Naeem, Usman
    Ghazanfar, Mustansar Ali
    [J]. 5TH INTERNATIONAL CONFERENCE ON EMERGING UBIQUITOUS SYSTEMS AND PERVASIVE NETWORKS / THE 4TH INTERNATIONAL CONFERENCE ON CURRENT AND FUTURE TRENDS OF INFORMATION AND COMMUNICATION TECHNOLOGIES IN HEALTHCARE / AFFILIATED WORKSHOPS, 2014, 37 : 109 - +
  • [10] A Comparative Study of Frequent and Maximal Periodic Pattern Mining Algorithms in Spatiotemporal Databases
    Obulesu, O.
    Reddy, A. Rama Mohan
    Mahendra, M.
    [J]. INTERNATIONAL CONFERENCE ON MATERIALS, ALLOYS AND EXPERIMENTAL MECHANICS (ICMAEM-2017), 2017, 225
12345