A Population Initialization Method Based on Similarity and Mutual Information in Evolutionary Algorithm for Bi-Objective Feature Selection

被引：0
|
作者：
Cai, Xu [1 ]
Xue, Yu [2 ]
机构：
[1] Artificial Intelligence Research Institute, School of Information and Control Engineering, China University of Mining and Technology, Xuzhou, China
[2] School of Software, Nanjing University of Information Science and Technology, Nanjing, China
来源：
ACM Transactions on Evolutionary Learning and Optimization | 2024年 / 4卷 / 03期
关键词：
Evolutionary algorithms;
D O I：
10.1145/3653025
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [1] Segmented Initialization and Offspring Modification in Evolutionary Algorithms for Bi-objective Feature Selection
    Xu, Hang
    Xue, Bing
    Zhang, Mengjie
    GECCO'20: PROCEEDINGS OF THE 2020 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, 2020, : 444 - 452
  • [2] A Dynamic Tasking-Based Evolutionary Algorithm for Bi-Objective Feature Selection
    Xu, Hang
    MATHEMATICS, 2024, 12 (10)
  • [3] An Interpolation-Based Evolutionary Algorithm for Bi-Objective Feature Selection in Classification
    Xu, Hang
    MATHEMATICS, 2024, 12 (16)
  • [4] A Hybrid Initialization and Effective Reproduction-Based Evolutionary Algorithm for Tackling Bi-Objective Large-Scale Feature Selection in Classification
    Xu, Hang
    Huang, Chaohui
    Wen, Hui
    Yan, Tao
    Lin, Yuanmo
    Xie, Ying
    MATHEMATICS, 2024, 12 (04)
  • [5] A Bi-Search Evolutionary Algorithm for High-Dimensional Bi-Objective Feature Selection
    Xu, Hang
    Xue, Bing
    Zhang, Mengjie
    IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTATIONAL INTELLIGENCE, 2024, 8 (05): : 3489 - 3502
  • [6] Ensemble feature selection using bi-objective genetic algorithm
    Das, Asit K.
    Das, Sunanda
    Ghosh, Arka
    KNOWLEDGE-BASED SYSTEMS, 2017, 123 : 116 - 127
  • [7] A multi-objective evolutionary algorithm for feature selection based on mutual information with a new redundancy measure
    Wang, Zhichun
    Li, Minqiang
    Li, Juanzi
    INFORMATION SCIENCES, 2015, 307 : 73 - 88
  • [8] A Tri-Objective Method for Bi-Objective Feature Selection in Classification
    Jiao, Ruwang
    Xue, Bing
    Zhang, Mengjie
    EVOLUTIONARY COMPUTATION, 2024, 32 (03) : 217 - 248
  • [9] Approaching the bi-objective critical node detection problem with a smart initialization-based evolutionary algorithm
    Beczi, Eliezer
    Gasko, Noemi
    PEERJ COMPUTER SCIENCE, 2021, 7
  • [10] A binary individual search strategy-based bi-objective evolutionary algorithm for high-dimensional feature selection
    Li, Tao
    Zhan, Zhi-Hui
    Xu, Jiu-Cheng
    Yang, Qiang
    Ma, Yuan-Yuan
    INFORMATION SCIENCES, 2022, 610 : 651 - 673
12345