Gene selection and classification of microarray data using random forest

被引：0
作者：
Ramón Díaz-Uriarte
Sara Alvarez de Andrés
机构：
[1] Spanish National Cancer Centre (CNIO),Bioinformatics Unit, Biotechnology Programme
[2] Spanish National Cancer Centre (CNIO),Cytogenetics Unit, Biotechnology Programme
来源：
BMC Bioinformatics | / 7卷
关键词：
Support Vector Machine; Variable Selection; Random Forest; Gene Selection; Variable Importance;
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
[41]   Gene selection with guided regularized random forest [J].
Deng, Houtao ;
Runger, George .
PATTERN RECOGNITION, 2013, 46 (12) :3483-3489
[42]   A centroid-based gene selection method for microarray data classification [J].
Guo, Shun ;
Guo, Donghui ;
Chen, Lifei ;
Jiang, Qingshan .
JOURNAL OF THEORETICAL BIOLOGY, 2016, 400 :32-41
[43]   HYBRIDIZATION OF GENETIC AND QUANTUM ALGORITHM FOR GENE SELECTION AND CLASSIFICATION OF MICROARRAY DATA [J].
Abderrahim, Allani ;
Talbi, El-Ghazali ;
Khaled, Mellouli .
INTERNATIONAL JOURNAL OF FOUNDATIONS OF COMPUTER SCIENCE, 2012, 23 (02) :431-444
[44]   Hybridizing mRMR and harmony search for gene selection and classification of microarray data [J].
Wang, Aiguo ;
An, Ning ;
Chen, Guilin ;
Li, Lian .
Journal of Computational Information Systems, 2015, 11 (05) :1563-1570
[45]   A Comparative Performance Evaluation of Random Forest Feature Selection on Classification of Hepatocellular Carcinoma Gene Expression Data [J].
Latief, Moh Abdul ;
Siswantining, Titin ;
Bustamam, Alhadi ;
Sarwinda, Devvi .
2019 3RD INTERNATIONAL CONFERENCE ON INFORMATICS AND COMPUTATIONAL SCIENCES (ICICOS 2019), 2019,
[46]   Feature selection using differential evolution for microarray data classification [J].
Prajapati S. ;
Das H. ;
Gourisaria M.K. .
Discover Internet of Things, 2023, 3 (01)
[47]   Using random forest similarities in unsupervised learning: Applications to microarray data [J].
Shi, T ;
Horvath, S .
PROCEEDINGS OF THE 7TH JOINT CONFERENCE ON INFORMATION SCIENCES, 2003, :883-886
[48]   Random Forest (RF) Wrappers for Waveband Selection and Classification of Hyperspectral Data [J].
Poona, Nitesh Keshavelal ;
van Niekerk, Adriaan ;
Nadel, Ryan Leslie ;
Ismail, Riyad .
APPLIED SPECTROSCOPY, 2016, 70 (02) :322-333
[49]   Spatial clustering based gene selection for gene expression analysis in microarray data classification [J].
Dhas, P. Edwin ;
Lalitha, S. ;
Govindaraj, Annalakshmi ;
Jyoshna, B. .
AUTOMATIKA, 2024, 65 (01) :152-158
[50]   FiGS: a filter-based gene selection workbench for microarray data [J].
Taeho Hwang ;
Choong-Hyun Sun ;
Taegyun Yun ;
Gwan-Su Yi .
BMC Bioinformatics, 11
12345