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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Tumor classification by partial least squares using microarray gene expression data

Bioinformatics ◽

10.1093/bioinformatics/18.1.39 ◽

2002 ◽

Vol 18 (1) ◽

pp. 39-50 ◽

Author(s):

D. V. Nguyen ◽

D. M. Rocke

Keyword(s):

Gene Expression ◽

Least Squares ◽

Partial Least Squares ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Tumor Classification ◽

Expression Data ◽

Microarray Gene Expression ◽

Microarray Gene

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Multi-class tumor classification by discriminant partial least squares using microarray gene expression data and assessment of classification models

Computational Biology and Chemistry ◽

10.1016/j.compbiolchem.2004.05.002 ◽

2004 ◽

Vol 28 (3) ◽

pp. 235-243 ◽

Author(s):

Yongxi Tan ◽

Leming Shi ◽

Weida Tong ◽

G.T. Gene Hwang ◽

Charles Wang

Keyword(s):

Gene Expression ◽

Least Squares ◽

Partial Least Squares ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Tumor Classification ◽

Expression Data ◽

Classification Models ◽

Microarray Gene Expression ◽

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 weighted Local Least Squares Imputation method for missing value estimation in microarray gene expression data

International Journal of Data Mining and Bioinformatics ◽

10.1504/ijdmb.2010.033524 ◽

2010 ◽

Vol 4 (3) ◽

pp. 331 ◽

Author(s):

Wai Ki Ching ◽

min Li ◽

Nam Kiu Tsing ◽

Ching Wan Tai ◽

Tuen Wai Ng ◽

...

Keyword(s):

Gene Expression ◽

Least Squares ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Imputation Method ◽

Expression Data ◽

Microarray Gene Expression ◽

Value Estimation ◽

Missing Value Estimation ◽

Microarray Gene

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An Enhanced Dimension Reduction Approach for Microarray Gene Expression Data

Interdisciplinary Bio Central ◽

10.4051/ibc.2009.4.0013 ◽

2009 ◽

Vol 1 (4) ◽

pp. 1-5 ◽

Author(s):

Sung-suk Kim ◽

Hyunju Lee

Keyword(s):

Gene Expression ◽

Dimension Reduction ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Microarray Gene ◽

Reduction Approach

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Missing value estimation for DNA microarray gene expression data: local least squares imputation

Bioinformatics ◽

10.1093/bioinformatics/btk053 ◽

2006 ◽

Vol 22 (11) ◽

pp. 1410-1411 ◽

Author(s):

H. Kim ◽

G. H. Golub ◽

H. Park

Keyword(s):

Gene Expression ◽

Least Squares ◽

Dna Microarray ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Value Estimation ◽

Missing Value Estimation ◽

Microarray Gene

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Comparative study of unsupervised dimension reduction techniques for the visualization of microarray gene expression data

BMC Bioinformatics ◽

10.1186/1471-2105-11-567 ◽

2010 ◽

Vol 11 (1) ◽

Author(s):

Christoph Bartenhagen ◽

Hans-Ulrich Klein ◽

Christian Ruckert ◽

Xiaoyi Jiang ◽

Martin Dugas

Keyword(s):

Gene Expression ◽

Comparative Study ◽

Dimension Reduction ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Reduction Techniques ◽

Microarray Gene ◽

Dimension Reduction Techniques

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A Modified Local Least Squares-Based Missing Value Estimation Method in Microarray Gene Expression Data

2013 2nd International Conference on Advanced Computing, Networking and Security ◽

10.1109/adcons.2013.11 ◽

2013 ◽

Author(s):

Shilpi Bose ◽

Chandra Das ◽

Tamaghna Gangopadhyay ◽

Samiran Chattopadhyay

Keyword(s):

Gene Expression ◽

Least Squares ◽

Gene Expression Data ◽

Estimation Method ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Value Estimation ◽

Missing Value Estimation ◽

Microarray Gene

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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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Missing value estimation for DNA microarray gene expression data: local least squares imputation

Bioinformatics ◽

10.1093/bioinformatics/bth499 ◽

2004 ◽

Vol 21 (2) ◽

pp. 187-198 ◽

Author(s):

H. Kim ◽

G. H. Golub ◽

H. Park

Keyword(s):

Gene Expression ◽

Least Squares ◽

Dna Microarray ◽

Gene Expression Data ◽

Microarray Gene Expression Data ◽

Expression Data ◽

Microarray Gene Expression ◽

Value Estimation ◽

Missing Value Estimation ◽

Microarray Gene

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