Towards a Particle Swarm Optimization-Based Regression Rule Miner

被引：1
|
作者：
Minnaert, Bart [1 ]
Martens, David [1 ]
机构：
[1] Univ Ghent, Univ Coll Ghent, Fac Econ & Business Adm, B-9000 Ghent, Belgium
来源：
12TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING WORKSHOPS (ICDMW 2012) | 2012年
关键词：
regression; rule mining; particle swarm optimization; heuristic;
D O I：
10.1109/ICDMW.2012.44
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We present the work in progress on a rule mining algorithm for regression using particle swarm optimization (PSO). Subproblems occuring during development involve the encoding of rules as particles and suitable PSO parameter tuning. A key subtask is the selection of a good rule learning heuristic. We introduce a novel heuristic for which preliminary results show promise.
引用
收藏
页码：961 / 963
页数：3
相关论文
共 50 条
  • [1] Particle Swarm Optimization-Based Association Rule Mining in Big Data Environment
    Su, Tong
    Xu, Haitao
    Zhou, Xianwei
    IEEE ACCESS, 2019, 7 : 161008 - 161016
  • [2] Feature selection using particle swarm optimization-based logistic regression model
    Qasim, Omar Saber
    Algamal, Zakariya Yahya
    CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2018, 182 : 41 - 46
  • [3] Particle Swarm Optimization-Based Support Vector Regression for Tourist Arrivals Forecasting
    Liu, Hsiou-Hsiang
    Chang, Lung-Cheng
    Li, Chien-Wei
    Yang, Cheng-Hong
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2018, 2018
  • [4] Particle Swarm Optimization-Based Source Seeking
    Zou, Rui
    Kalivarapu, Vijay
    Winer, Eliot
    Oliver, James
    Bhattacharya, Sourabh
    IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2015, 12 (03) : 865 - 875
  • [5] Particle swarm optimization-based collision avoidance
    Inan, Timur
    Baba, Ahmet Fevzi
    TURKISH JOURNAL OF ELECTRICAL ENGINEERING AND COMPUTER SCIENCES, 2019, 27 (03) : 2137 - 2155
  • [6] Particle Swarm Optimization-Based Extremum Seeking Control
    Yu, Shi-Jie
    Chen, Hong
    Kong, Li
    ADVANCED INTELLIGENT COMPUTING THEORIES AND APPLICATIONS, 2010, 6215 : 185 - +
  • [7] Sensitivity and Particle Swarm Optimization-based Congestion Management
    Pandya, K. S.
    Joshi, S. K.
    ELECTRIC POWER COMPONENTS AND SYSTEMS, 2013, 41 (04) : 465 - 484
  • [8] A Particle Swarm Optimization-Based Generative Adversarial Network
    Song, Haojie
    Xia, Xuewen
    Tong, Lei
    INTERNATIONAL JOURNAL OF COGNITIVE INFORMATICS AND NATURAL INTELLIGENCE, 2024, 18 (01)
  • [9] Prediction of anemia with a particle swarm optimization-based approach
    Ahmad, Arshed A.
    Saffer, Khalid M.
    Sari, Murat
    Uslu, Hande
    INTERNATIONAL JOURNAL OF OPTIMIZATION AND CONTROL-THEORIES & APPLICATIONS-IJOCTA, 2023, 13 (02): : 214 - 223
  • [10] Particle swarm optimization-based least squares support vector regression for critical heat flux prediction
    Jiang, B. T.
    Zhao, F. Y.
    ANNALS OF NUCLEAR ENERGY, 2013, 53 : 69 - 81
12345