Elastic SCAD as a novel penalization method for SVM classification tasks in high-dimensional data

被引:0
|
作者
Natalia Becker
Grischa Toedt
Peter Lichter
Axel Benner
机构
[1] INF 280,German Cancer Research Center (DKFZ), Division Molecular Genetics
[2] INF 280,German Cancer Research Center (DKFZ), Division Biostatistics
来源
关键词
Support Vector Machine; Feature Selection; Feature Selection Method; Youden Index; Support Vector Machine Classification;
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] Elastic SCAD as a novel penalization method for SVM classification tasks in high-dimensional data
    Becker, Natalia
    Toedt, Grischa
    Lichter, Peter
    Benner, Axel
    [J]. BMC BIOINFORMATICS, 2011, 12
  • [2] A novel ensemble method for high-dimensional genomic data classification
    Espichan, Alexandra
    Villanueva, Edwin
    [J]. PROCEEDINGS 2018 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM), 2018, : 2229 - 2236
  • [3] Multivariate Feature Ranking With High-Dimensional Data for Classification Tasks
    Jimenez, Fernando
    Sanchez, Gracia
    Palma, Jose
    Miralles-Pechuan, Luis
    Botia, Juan A.
    [J]. IEEE ACCESS, 2022, 10 : 60421 - 60437
  • [4] Ensemble Method for Classification of High-Dimensional Data
    Piao, Yongjun
    Park, Hyun Woo
    Jin, Cheng Hao
    Ryu, Keun Ho
    [J]. 2014 INTERNATIONAL CONFERENCE ON BIG DATA AND SMART COMPUTING (BIGCOMP), 2014, : 245 - +
  • [5] Research On Classification Method Of High-Dimensional Class-Imbalanced Data Sets Based On SVM
    Zhang, Chunkai
    Guo, Jianwei
    Lu, Junru
    [J]. 2017 IEEE SECOND INTERNATIONAL CONFERENCE ON DATA SCIENCE IN CYBERSPACE (DSC), 2017, : 60 - 67
  • [6] Visualization Study of High-dimensional Data Classification Based on PCA-SVM
    Zhao Zhongwen
    Guo Huanghuang
    [J]. 2017 IEEE SECOND INTERNATIONAL CONFERENCE ON DATA SCIENCE IN CYBERSPACE (DSC), 2017, : 346 - 349
  • [7] A classification method for high-dimensional imbalanced multi-classification data
    Li, Mengmeng
    Zheng, Qibin
    Liu, Yi
    Li, Gengsong
    Qin, Wei
    Ren, Xiaoguang
    [J]. ELECTRONICS LETTERS, 2023, 59 (20)
  • [8] A Novel Classifier Ensemble Method Based on Subspace Enhancement for High-Dimensional Data Classification
    Xu, Yuhong
    Yu, Zhiwen
    Cao, Wenming
    Chen, C. L. Philip
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2023, 35 (01) : 16 - 30
  • [9] A novel feature learning framework for high-dimensional data classification
    Yanxia Li
    Yi Chai
    Hongpeng Yin
    Bo Chen
    [J]. International Journal of Machine Learning and Cybernetics, 2021, 12 : 555 - 569
  • [10] A novel feature learning framework for high-dimensional data classification
    Li, Yanxia
    Chai, Yi
    Yin, Hongpeng
    Chen, Bo
    [J]. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2021, 12 (02) : 555 - 569