Biological impact of missing-value imputation on downstream analyses of gene expression profiles

Over-optimism in bioinformatics: an illustration

(2010) M. Jelizarow et al.   BIOINFORMATICS

Comparative analysis of missing value imputation methods to improve clustering and interpretation of microarray experiments

(2010) Magalie Celton et al.   BMC GENOMICS

Which missing value imputation method to use in expression profiles: a comparative study and two selection schemes

(2009) Guy N Brock et al.   BMC BIOINFORMATICS

Dealing with missing values in large-scale studies: microarray data imputation and beyond

(2009) T. Aittokallio   BRIEFINGS IN BIOINFORMATICS

Apparently low reproducibility of true differential expression discoveries in microarray studies

(2008) Min Zhang et al.   BIOINFORMATICS

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

(2008) Johannes Tuikkala et al.   BMC BIOINFORMATICS

Ameliorative missing value imputation for robust biological knowledge inference

(2008) Muhammad Shoaib B. Sehgal et al.   JOURNAL OF BIOMEDICAL INFORMATICS