A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis

A. Statnikov; C. F. Aliferis; I. Tsamardinos; D. Hardin; S. Levy

doi:10.1093/bioinformatics/bti033

A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis

Bioinformatics ◽

10.1093/bioinformatics/bti033 ◽

2004 ◽

Vol 21 (5) ◽

pp. 631-643 ◽

Cited By ~ 532

Author(s):

A. Statnikov ◽

C. F. Aliferis ◽

I. Tsamardinos ◽

D. Hardin ◽

S. Levy

Keyword(s):

Gene Expression ◽

Cancer Diagnosis ◽

Comprehensive Evaluation ◽

Classification Methods ◽

Microarray Gene Expression ◽

Multicategory Classification ◽

Microarray Gene

Download Full-text

Multicategory classification using an Extreme Learning Machine for microarray gene expression cancer diagnosis

2010 INTERNATIONAL CONFERENCE ON COMMUNICATION CONTROL AND COMPUTING TECHNOLOGIES ◽

10.1109/icccct.2010.5670741 ◽

2010 ◽

Cited By ~ 4

Author(s):

S. Santhosh Baboo ◽

S. Sasikala

Keyword(s):

Gene Expression ◽

Extreme Learning Machine ◽

Cancer Diagnosis ◽

Microarray Gene Expression ◽

Multicategory Classification ◽

Microarray Gene ◽

Learning Machine

Download Full-text

Multicategory Classification Using An Extreme Learning Machine for Microarray Gene Expression Cancer Diagnosis

IEEE/ACM Transactions on Computational Biology and Bioinformatics ◽

10.1109/tcbb.2007.1012 ◽

2007 ◽

Vol 4 (3) ◽

pp. 485-495 ◽

Cited By ~ 152

Author(s):

Runxuan Zhang ◽

G.-B. Huang ◽

N. Sundararajan ◽

P. Saratchandran

Keyword(s):

Gene Expression ◽

Extreme Learning Machine ◽

Cancer Diagnosis ◽

Microarray Gene Expression ◽

Multicategory Classification ◽

Microarray Gene ◽

Learning Machine

Download Full-text

Microarray gene expression classification with few genes: Criteria to combine attribute selection and classification methods

Expert Systems with Applications ◽

10.1016/j.eswa.2012.01.096 ◽

2012 ◽

Vol 39 (8) ◽

pp. 7270-7280 ◽

Cited By ~ 27

Author(s):

Carlos J. Alonso-González ◽

Q. Isaac Moro-Sancho ◽

Arancha Simon-Hurtado ◽

Ricardo Varela-Arrabal

Keyword(s):

Gene Expression ◽

Attribute Selection ◽

Classification Methods ◽

Microarray Gene Expression ◽

Gene Expression Classification ◽

Microarray Gene ◽

Expression Classification

Download Full-text

Efficient selection of discriminative genes from microarray gene expression data for cancer diagnosis

IEEE Transactions on Circuits and Systems I Fundamental Theory and Applications ◽

10.1109/tcsi.2005.852013 ◽

2005 ◽

Vol 52 (9) ◽

pp. 1909-1918 ◽

Cited By ~ 12

Author(s):

D. Huang ◽

T.W.S. Chow ◽

E.W.M. Ma ◽

Jinyan Li

Keyword(s):

Gene Expression ◽

Gene Expression Data ◽

Cancer Diagnosis ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Microarray Gene ◽

Efficient Selection ◽

Selection Of

Download Full-text

Microarray gene expression cancer diagnosis using Machine Learning algorithms

2010 International Conference on Signal and Image Processing ◽

10.1109/icsip.2010.5697483 ◽

2010 ◽

Cited By ~ 3

Author(s):

A. Bharathi ◽

A.M. Natarajan

Keyword(s):

Gene Expression ◽

Machine Learning ◽

Cancer Diagnosis ◽

Learning Algorithms ◽

Machine Learning Algorithms ◽

Microarray Gene Expression ◽

Microarray Gene

Download Full-text

A Comparative Study of Cancer Classification Methods Using Microarray Gene Expression Profile

Lecture Notes in Electrical Engineering - Proceedings of the First International Conference on Advanced Data and Information Engineering (DaEng-2013) ◽

10.1007/978-981-4585-18-7_44 ◽

2013 ◽

pp. 389-398 ◽

Cited By ~ 8

Author(s):

Hala Alshamlan ◽

Ghada Badr ◽

Yousef Alohali

Keyword(s):

Gene Expression ◽

Comparative Study ◽

Gene Expression Profile ◽

Expression Profile ◽

Cancer Classification ◽

Classification Methods ◽

Microarray Gene Expression ◽

Microarray Gene Expression Profile ◽

Microarray Gene

Download Full-text

Microarray Gene Expression Cancer Diagnosis Using Multiclass Support Vector Machines

2007 1st International Conference on Bioinformatics and Biomedical Engineering ◽

10.1109/icbbe.2007.70 ◽

2007 ◽

Author(s):

Lingyun Zou ◽

Zhengzhi Wang

Keyword(s):

Gene Expression ◽

Support Vector Machines ◽

Cancer Diagnosis ◽

Support Vector ◽

Microarray Gene Expression ◽

Vector Machines ◽

Microarray Gene ◽

Multiclass Support Vector Machines

Download Full-text

Comprehensive evaluation of matrix factorization methods for the analysis of DNA microarray gene expression data

BMC Bioinformatics ◽

10.1186/1471-2105-12-s13-s8 ◽

2011 ◽

Vol 12 (S13) ◽

Cited By ~ 12

Author(s):

Mi Hyeon Kim ◽

Hwa Jeong Seo ◽

Je-Gun Joung ◽

Ju Han Kim

Keyword(s):

Gene Expression ◽

Dna Microarray ◽

Gene Expression Data ◽

Matrix Factorization ◽

Comprehensive Evaluation ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Factorization Methods ◽

Microarray Gene

Download Full-text

Comparative Study of Multivariate Classification Methods Using Microarray Gene Expression Data for BRCA1/BRCA2 Cancer Tumors

Third International Conference on Information Technology and Applications (ICITA'05) ◽

10.1109/icita.2005.100 ◽

2005 ◽

Cited By ~ 2

Author(s):

M. Raza ◽

I. Gondal ◽

D. Green ◽

R.L. Coppel

Keyword(s):

Gene Expression ◽

Comparative Study ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Classification Methods ◽

Multivariate Classification ◽

Microarray Gene Expression ◽

Microarray Gene ◽

Brca1 Brca2

Download Full-text

A comparative study on gene ranking and classification methods using microarray gene expression profiles

Michael Faraday IET International Summit 2015 ◽

10.1049/cp.2015.1699 ◽

2015 ◽

Author(s):

S. Kar ◽

K.D. Sharma ◽

M. Maitra

Keyword(s):

Gene Expression ◽

Comparative Study ◽

Expression Profiles ◽

Gene Expression Profiles ◽

Classification Methods ◽

Microarray Gene Expression ◽

Gene Ranking ◽

Microarray Gene

Download Full-text