Cost-Constrained feature selection in binary classification: adaptations for greedy forward selection and genetic algorithms

被引：0
|
作者：
Rudolf Jagdhuber
Michel Lang
Arnulf Stenzl
Jochen Neuhaus
Jörg Rahnenführer
机构：
[1] Department of Statistics,
[2] TU Dortmund,undefined
[3] numares AG,undefined
[4] Klinik für Urologie,undefined
[5] Universitätsklinikum Tübingen,undefined
[6] Universitätsklinikum Leipzig AöR,undefined
[7] Department für Operative Medizin,undefined
[8] Klinik und Poliklinik für Urologie,undefined
来源：
BMC Bioinformatics | / 21卷
关键词：
Feature cost; Genetic algorithm; Budget constraint; Cost limit; Feature selection;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [1] Cost-Constrained feature selection in binary classification: adaptations for greedy forward selection and genetic algorithms
    Jagdhuber, Rudolf
    Lang, Michel
    Stenzl, Arnulf
    Neuhaus, Jochen
    Rahnenfuehrer, Joerg
    BMC BIOINFORMATICS, 2020, 21 (01)
  • [2] Feature Selection in Bipolar Disorder Episode Classification Using Cost-Constrained Methods
    Kaminska, Olga
    Klonecki, Tomasz
    Kaczmarek-Majer, Katarzyna
    EXPLAINABLE ARTIFICIAL INTELLIGENCE AND PROCESS MINING APPLICATIONS FOR HEALTHCARE, XAI-HEALTHCARE 2023 & PM4H 2023, 2024, 2020 : 36 - 40
  • [3] Cost-constrained feature selection in multilabel classification using an information-theoretic approach
    Klonecki, Tomasz
    Teisseyre, Pawel
    Lee, Jaesung
    PATTERN RECOGNITION, 2023, 141
  • [4] Cost-constrained Group Feature Selection Using Information Theory
    Klonecki, Tomasz
    Teisseyre, Pawel
    Lee, Jaesung
    MODELING DECISIONS FOR ARTIFICIAL INTELLIGENCE, MDAI 2023, 2023, 13890 : 121 - 132
  • [5] Genetic algorithms for clustering, feature selection and classification
    Tseng, LY
    Yang, SB
    1997 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, 1997, : 1612 - 1616
  • [6] Greedy Binary Search and Feature Subset Selection
    Han, Myung-Mook
    Li, Dong-hui
    INFORMATION-AN INTERNATIONAL INTERDISCIPLINARY JOURNAL, 2009, 12 (06): : 1379 - 1395
  • [7] Feature Selection For Text Classification Using Genetic Algorithms
    Bidi, Noria
    Elberrichi, Zakaria
    PROCEEDINGS OF 2016 8TH INTERNATIONAL CONFERENCE ON MODELLING, IDENTIFICATION & CONTROL (ICMIC 2016), 2016, : 806 - 810
  • [8] An effective initialization for Fuzzy PSO with Greedy Forward Selection in feature selection
    Gabbi Reddy, Keerthi
    Mishra, Deepasikha
    INTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS, 2025,
  • [9] Gene selection and classification using correlation feature selection based binary bat algorithm with greedy crossover
    Seetharaman, Akila
    Sundersingh, Allin Christe
    CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2022, 34 (05):
  • [10] An Effective IDS for MANET using Forward Feature Selection and Classification algorithms
    Visumathi, J.
    Shunmuganathan, K. L.
    INTERNATIONAL CONFERENCE ON MODELLING OPTIMIZATION AND COMPUTING, 2012, 38 : 2816 - 2823
12345