Impact of Missing Value Imputation on Classification for DNA Microarray Gene Expression Data—A Model-Based Study

EURASIP Journal on Bioinformatics and Systems Biology ◽

10.1155/2009/504069 ◽

2009 ◽

Vol 2009 (1) ◽

pp. 504069 ◽

Author(s):

Youting Sun ◽

Ulisses Braga-Neto ◽

EdwardR Dougherty

Keyword(s):

Gene Expression ◽

Dna Microarray ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Missing Value ◽

Missing Value Imputation ◽

Model Based ◽

Microarray Gene

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A mixture model-based cluster analysis of DNA microarray gene expression data on Brahman and Brahman composite steers fed high-, medium-, and low-quality diets1

Journal of Animal Science ◽

10.2527/2003.8181900x ◽

2003 ◽

Vol 81 (8) ◽

pp. 1900-1910 ◽

Author(s):

A. Reverter ◽

K. A. Byrne ◽

H. L. Bruce ◽

Y. H. Wang ◽

B. P. Dalrymple ◽

...

Keyword(s):

Gene Expression ◽

Cluster Analysis ◽

Mixture Model ◽

Dna Microarray ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Model Based ◽

Microarray Gene

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Missing value imputation for microarray gene expression data using histone acetylation information

BMC Bioinformatics ◽

10.1186/1471-2105-9-252 ◽

2008 ◽

Vol 9 (1) ◽

Author(s):

Qian Xiang ◽

Xianhua Dai ◽

Yangyang Deng ◽

Caisheng He ◽

Jiang Wang ◽

...

Keyword(s):

Gene Expression ◽

Histone Acetylation ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Missing Value ◽

Missing Value Imputation ◽

Microarray Gene

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A Review on Missing Value Imputation Algorithms for Microarray Gene Expression Data

Current Bioinformatics ◽

10.2174/1574893608999140109120957 ◽

2014 ◽

Vol 9 (1) ◽

pp. 18-22 ◽

Author(s):

Kohbalan Moorthy ◽

Mohd Mohamad ◽

Safaai Deris

Keyword(s):

Gene Expression ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Missing Value ◽

Missing Value Imputation ◽

Microarray Gene

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An efficient technique for missing value imputation in microarray gene expression data

Proceedings of IEEE International Conference on Computer Communication and Systems ICCCS14 ◽

10.1109/icccs.2014.7068171 ◽

2014 ◽

Author(s):

P. Valarmathie ◽

K. Dinakaran

Keyword(s):

Gene Expression ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Efficient Technique ◽

Expression Data ◽

Microarray Gene Expression ◽

Missing Value ◽

Missing Value Imputation ◽

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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A novel biclustering based missing value prediction method for microarray gene expression data

2015 International Conference on Man and Machine Interfacing (MAMI) ◽

10.1109/mami.2015.7456603 ◽

2015 ◽

Author(s):

Samiran Chattopadhyay ◽

Chandra Das ◽

Shilpi Bose

Keyword(s):

Gene Expression ◽

Gene Expression Data ◽

Prediction Method ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Missing Value ◽

Value Prediction ◽

Microarray Gene ◽

Missing Value Prediction

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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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Missing value estimation for DNA microarray gene expression data with principal curves

2010 International Conference on Bioinformatics and Biomedical Technology ◽

10.1109/icbbt.2010.5478964 ◽

2010 ◽

Author(s):

Jinlong Shi ◽

Zhigang Luo

Keyword(s):

Gene Expression ◽

Dna Microarray ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Principal Curves ◽

Microarray Gene Expression ◽

Value Estimation ◽

Missing Value Estimation ◽

Microarray Gene

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Differential analysis of DNA microarray gene expression data

Molecular Microbiology ◽

10.1046/j.1365-2958.2003.03298.x ◽

2003 ◽

Vol 47 (4) ◽

pp. 871-877 ◽

Author(s):

G. Wesley Hatfield ◽

She-pin Hung ◽

Pierre Baldi

Keyword(s):

Gene Expression ◽

Dna Microarray ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Differential Analysis ◽

Microarray Gene Expression ◽

Microarray Gene

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Independent component analysis of Alzheimer's DNA microarray gene expression data

Molecular Neurodegeneration ◽

10.1186/1750-1326-4-5 ◽

2009 ◽

Vol 4 (1) ◽

pp. 5 ◽

Author(s):

Wei Kong ◽

Xiaoyang Mou ◽

Qingzhong Liu ◽

Zhongxue Chen ◽

Charles R Vanderburg ◽

...

Keyword(s):

Gene Expression ◽

Independent Component Analysis ◽

Dna Microarray ◽

Gene Expression Data ◽

Component Analysis ◽

Microarray Gene Expression Data ◽

Independent Component ◽

Expression Data ◽

Microarray Gene Expression ◽

Microarray Gene

Download Full-text