Importance of data structure in comparing two dimension reduction methods for classification of microarray gene expression data

BMC Bioinformatics ◽

10.1186/1471-2105-8-90 ◽

2007 ◽

Vol 8 (1) ◽

Author(s):

Caroline Truntzer ◽

Catherine Mercier ◽

Jacques Estève ◽

Christian Gautier ◽

Pascal Roy

Keyword(s):

Gene Expression ◽

Data Structure ◽

Dimension Reduction ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Reduction Methods ◽

Microarray Gene

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Classification of Microarray Gene Expression Data by MultiBlock Dimension Reduction

Communications for Statistical Applications and Methods ◽

10.5351/ckss.2006.13.3.567 ◽

2006 ◽

Vol 13 (3) ◽

pp. 567-576

Author(s):

Mi-Ra Oh ◽

Seo-Young Kim ◽

Kyung-Sook Kim ◽

Jang-Sun Baek ◽

Young-Sook Son

Keyword(s):

Gene Expression ◽

Dimension Reduction ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Microarray Gene

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A class imbalance-aware Relief algorithm for the classification of tumors using microarray gene expression data

Computational Biology and Chemistry ◽

10.1016/j.compbiolchem.2019.03.017 ◽

2019 ◽

Vol 80 ◽

pp. 121-127 ◽

Author(s):

Yuanyu He ◽

Junhai Zhou ◽

Yaping Lin ◽

Tuanfei Zhu

Keyword(s):

Gene Expression ◽

Gene Expression Data ◽

Class Imbalance ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Relief Algorithm ◽

Classification Of Tumors ◽

Microarray Gene

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INCORPORATING FEATURE RANKING AND EVOLUTIONARY METHODS FOR THE CLASSIFICATION OF HIGH-DIMENSIONAL DNA MICROARRAY GENE EXPRESSION DATA

Australasian Medical Journal ◽

10.21767/amj.2013.1641 ◽

2013 ◽

Vol 06 (05) ◽

Author(s):

Mani Abedini ◽

Michael Kirley ◽

Raymond Chiong

Keyword(s):

Gene Expression ◽

Dna Microarray ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

High Dimensional ◽

Feature Ranking ◽

Expression Data ◽

Microarray Gene Expression ◽

Microarray Gene

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Non-negative matrix and tensor factorization based classification of clinical microarray gene expression data

2010 IEEE International Conference on Bioinformatics and Biomedicine (BIBM) ◽

10.1109/bibm.2010.5706606 ◽

2010 ◽

Author(s):

Yifeng Li ◽

Alioune Ngom

Keyword(s):

Gene Expression ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Tensor Factorization ◽

Microarray Gene Expression ◽

Microarray Gene

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Binary classification of cancer microarray gene expression data using extreme learning machines

2014 IEEE International Conference on Computational Intelligence and Computing Research ◽

10.1109/iccic.2014.7238297 ◽

2014 ◽

Author(s):

C. Arun Kumar ◽

S. Ramakrishnan

Keyword(s):

Gene Expression ◽

Gene Expression Data ◽

Binary Classification ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Extreme Learning Machines ◽

Microarray Gene Expression ◽

Learning Machines ◽

Microarray Gene

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Incorporating feature ranking and evolutionary methods for the classification of high-dimensional DNA microarray gene expression data

Australasian Medical Journal ◽

10.4066/amj.2013.1641 ◽

2013 ◽

Vol 6 (5) ◽

pp. 272-279 ◽

Author(s):

Mani Abedini

Keyword(s):

Gene Expression ◽

Dna Microarray ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

High Dimensional ◽

Feature Ranking ◽

Expression Data ◽

Microarray Gene Expression ◽

Microarray Gene

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Partial least squares dimension reduction for microarray gene expression data with a censored response

Mathematical Biosciences ◽

10.1016/j.mbs.2004.10.007 ◽

2005 ◽

Vol 193 (1) ◽

pp. 119-137 ◽

Author(s):

Danh V. Nguyen

Keyword(s):

Gene Expression ◽

Dimension Reduction ◽

Least Squares ◽

Partial Least Squares ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Microarray Gene ◽

Censored Response

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Collaborative representation-based classification of microarray gene expression data

PLoS ONE ◽

10.1371/journal.pone.0189533 ◽

2017 ◽

Vol 12 (12) ◽

pp. e0189533 ◽

Author(s):

Lizhen Shen ◽

Hua Jiang ◽

Mingfang He ◽

Guoqing Liu

Keyword(s):

Gene Expression ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Collaborative Representation ◽

Expression Data ◽

Microarray Gene Expression ◽

Microarray Gene

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On the classification of microarray gene-expression data

Briefings in Bioinformatics ◽

10.1093/bib/bbs056 ◽

2012 ◽

Vol 14 (4) ◽

pp. 402-410 ◽

Author(s):

K. E. Basford ◽

G. J. McLachlan ◽

S. I. Rathnayake

Keyword(s):

Gene Expression ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Microarray Gene

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Statistical characterization and classification of colon microarray gene expression data using multiple machine learning paradigms

Cognitive Informatics, Computer Modelling, and Cognitive Science ◽

10.1016/b978-0-12-819443-0.00014-3 ◽

2020 ◽

pp. 273-317

Author(s):

Maniruzzaman ◽

Jahanur Rahman ◽

Benojir Ahammed ◽

Menhazul Abedin ◽

Harman S. Suri ◽

...

Keyword(s):

Gene Expression ◽

Machine Learning ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Statistical Characterization ◽

Microarray Gene

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