SPMF: A Java']Java Open-Source Pattern Mining Library

被引:0
|
作者
Fournier-Viger, Philippe [1 ]
Gomariz, Antonio [2 ]
Gueniche, Ted [3 ]
Soltani, Azadeh [3 ]
Wu, Cheng-Wei [4 ]
Tseng, Vincent S. [4 ]
机构
[1] Univ Moncton, Dept Comp Sci, Moncton, NB EA1 3E9, Canada
[2] Univ Murcia, Dept Informat & Commun Engn, E-30100 Murcia, Spain
[3] Ferdowsi Univ Mashhad, Dept Comp Engn, Mashhad, Iran
[4] Natl Cheng Kung Univ, Dept Comp Sci & Informat Engn, Tainan 70101, Taiwan
基金
加拿大自然科学与工程研究理事会;
关键词
data mining; library; frequent pattern mining; sequence database; transaction database; open-source;
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
We present SPMF, an open-source data mining library offering implementations of more than 55 data mining algorithms. SPMF is a cross-platform library implemented in Java, specialized for discovering patterns in transaction and sequence databases such as frequent itemsets, association rules and sequential patterns. The source code can be integrated in other Java programs. Moreover, SPMF offers a command line interface and a simple graphical interface for quick testing. The source code is available under the GNU General Public License, version 3. The website of the project offers several resources such as documentation with examples of how to run each algorithm, a developer's guide, performance comparisons of algorithms, data sets, an active forum, a FAQ and a mailing list.
引用
收藏
页码:3389 / 3393
页数:5
相关论文
共 50 条
  • [1] The SPMF Open-Source Data Mining Library Version 2
    Fournier-Viger, Philippe
    Lin, Jerry Chun-Wei
    Gomariz, Antonio
    Gueniche, Ted
    Soltani, Azadeh
    Deng, Zhihong
    Hoang Thanh Lam
    MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, ECML PKDD 2016, PT III, 2016, 9853 : 36 - 40
  • [2] PAMI: An Open-Source Python']Python Library for Pattern Mining
    Kiran, R. Uday
    Veena, P.
    Toyoda, Masashi
    Kitsuregawa, Masaru
    JOURNAL OF MACHINE LEARNING RESEARCH, 2024, 25 : 1 - 6
  • [3] Java Simulation Library (JSL): An open-source object-oriented library for discrete-event simulation in Java
    Rossetti, Manuel D.
    2008, Inderscience Publishers (04) : 69 - 87
  • [4] Tatool: A Java']Java-based open-source programming framework for psychological studies
    von Bastian, Claudia C.
    Locher, Andre
    Ruflin, Michael
    BEHAVIOR RESEARCH METHODS, 2013, 45 (01) : 108 - 115
  • [5] Security Analysis of Web Open-Source Projects Based on Java']Java and PHP
    Yin, Zhen
    Lee, Scott Uk-Jin
    ELECTRONICS, 2023, 12 (12)
  • [6] Analyzing the Evolution of Testing Library Usage in Open Source Java']Java Projects
    Zerouali, Ahmed
    Mens, Tom
    2017 IEEE 24TH INTERNATIONAL CONFERENCE ON SOFTWARE ANALYSIS, EVOLUTION, AND REENGINEERING (SANER), 2017, : 417 - 421
  • [7] jqcML: An Open-Source Java']Java API for Mass Spectrometry Quality Control Data in the qcML Format
    Bittremieux, Wout
    Kelchtermans, Pieter
    Vakenborg, Dirk
    Martens, Lennart
    Laukens, Kris
    JOURNAL OF PROTEOME RESEARCH, 2014, 13 (07) : 3484 - 3487
  • [8] O3-RWS: a Java']Java-based, IHE-compliant open-source radiology workstation
    Faustini, G.
    Inchingolo, P.
    11TH MEDITERRANEAN CONFERENCE ON MEDICAL AND BIOLOGICAL ENGINEERING AND COMPUTING 2007, VOLS 1 AND 2, 2007, 16 (1-2): : 727 - +
  • [9] Application note: An open-source Java']JavaScript library to simulate dairy cows and young stock, their growth, requirements and diets
    Vaillant, J.
    Baldinger, L.
    COMPUTERS AND ELECTRONICS IN AGRICULTURE, 2016, 120 : 7 - 9
  • [10] A Method for Open Source License Compliance of Java']Java Applications
    German, Daniel M.
    Di Penta, Massimiliano
    IEEE SOFTWARE, 2012, 29 (03) : 58 - 63