A new scalable approach for missing value imputation in high-throughput microarray data on apache spark

International Journal of Data Mining and Bioinformatics ◽

10.1504/ijdmb.2020.105438 ◽

2020 ◽

Vol 23 (1) ◽

pp. 79

Author(s):

Madhuri Gupta ◽

Bharat Gupta

Keyword(s):

High Throughput ◽

Microarray Data ◽

Apache Spark ◽

Missing Value ◽

Missing Value Imputation

Download Full-text

A new scalable approach for missing value imputation in high-throughput microarray data on apache spark

International Journal of Data Mining and Bioinformatics ◽

10.1504/ijdmb.2020.10027156 ◽

2020 ◽

Vol 23 (1) ◽

pp. 79

Author(s):

Madhuri Gupta ◽

Bharat Gupta

Keyword(s):

High Throughput ◽

Microarray Data ◽

Apache Spark ◽

Missing Value ◽

Missing Value Imputation

Download Full-text

Missing value imputation improves clustering and interpretation of gene expression microarray data

BMC Bioinformatics ◽

10.1186/1471-2105-9-202 ◽

2008 ◽

Vol 9 (1) ◽

Author(s):

Johannes Tuikkala ◽

Laura L Elo ◽

Olli S Nevalainen ◽

Tero Aittokallio

Keyword(s):

Gene Expression ◽

Microarray Data ◽

Gene Expression Microarray ◽

Expression Microarray ◽

Missing Value ◽

Missing Value Imputation ◽

Gene Expression Microarray Data

Download Full-text

Improving Missing Value Imputation in Microarray Data by Using Gene Regulatory Information

2008 2nd International Conference on Bioinformatics and Biomedical Engineering ◽

10.1109/icbbe.2008.83 ◽

2008 ◽

Author(s):

Qian Xiang ◽

Xianhua Dai

Keyword(s):

Microarray Data ◽

Missing Value ◽

Missing Value Imputation ◽

Regulatory Information ◽

Gene Regulatory

Download Full-text

Combination of KNN-Based Feature Selection and KNNBased Missing-Value Imputation of Microarray Data

2008 3rd International Conference on Innovative Computing Information and Control ◽

10.1109/icicic.2008.635 ◽

2008 ◽

Author(s):

Phayung Meesad ◽

Kairung Hengpraprohm

Keyword(s):

Feature Selection ◽

Microarray Data ◽

Missing Value ◽

Missing Value Imputation

Download Full-text

Collateral missing value imputation: a new robust missing value estimation algorithm for microarray data

Bioinformatics ◽

10.1093/bioinformatics/bti345 ◽

2005 ◽

Vol 21 (10) ◽

pp. 2417-2423 ◽

Author(s):

M. S. B. Sehgal ◽

I. Gondal ◽

L. S. Dooley

Keyword(s):

Microarray Data ◽

Estimation Algorithm ◽

Missing Value ◽

Missing Value Imputation ◽

Value Estimation ◽

Missing Value Estimation

Download Full-text

Missing value imputation methods for gene-sample-time microarray data analysis

2010 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology ◽

10.1109/cibcb.2010.5510349 ◽

2010 ◽

Author(s):

Yifeng Li ◽

Alioune Ngom ◽

Luis Rueda

Keyword(s):

Data Analysis ◽

Microarray Data ◽

Microarray Data Analysis ◽

Missing Value ◽

Imputation Methods ◽

Missing Value Imputation ◽

Download Full-text

Smoothing blemished gene expression microarray data via missing value imputation

2008 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society ◽

10.1109/iembs.2008.4650505 ◽

2008 ◽

Author(s):

Zhipeng Cai ◽

Yi Shi ◽

Meng Song ◽

Randy Goebel ◽

Guohui Lin

Keyword(s):

Gene Expression ◽

Microarray Data ◽

Gene Expression Microarray ◽

Expression Microarray ◽

Missing Value ◽

Missing Value Imputation ◽

Gene Expression Microarray Data

Download Full-text

Accounting for one-channel depletion improves missing value imputation in 2-dye microarray data

BMC Genomics ◽

10.1186/1471-2164-9-25 ◽

2008 ◽

Vol 9 (1) ◽

pp. 25 ◽

Author(s):

Cecilia Ritz ◽

Patrik Edén

Keyword(s):

Microarray Data ◽

Missing Value ◽

Missing Value Imputation

Download Full-text

An ensemble approach to microarray data-based gene prioritization after missing value imputation

Bioinformatics ◽

10.1093/bioinformatics/btm010 ◽

2007 ◽

Vol 23 (6) ◽

pp. 747-754 ◽

Author(s):

D. Hua ◽

Y. Lai

Keyword(s):

Microarray Data ◽

Gene Prioritization ◽

Missing Value ◽

Missing Value Imputation ◽

Ensemble Approach

Download Full-text

Cluster-based KNN missing value imputation for DNA microarray data

2012 IEEE International Conference on Systems, Man, and Cybernetics (SMC) ◽

10.1109/icsmc.2012.6377764 ◽

2012 ◽

Author(s):

Phimmarin Keerin ◽

Werasak Kurutach ◽

Tossapon Boongoen

Keyword(s):

Dna Microarray ◽

Microarray Data ◽

Missing Value ◽

Missing Value Imputation ◽

Dna Microarray Data

Download Full-text