The influence of missing value imputation on detection of differentially expressed genes from microarray data.
Ida ScheelMagne AldrinIngrid Kristine GladRagnhild SørumHeidi LyngArnoldo FrigessiPublished in: Bioinform. (2005)
Keyphrases
- missing values
- differentially expressed genes
- microarray data
- microarray
- missing data
- gene expression
- data imputation
- gene selection
- gene expression data
- data sets
- incomplete data
- differentially expressed
- microarray data analysis
- high dimensional
- high dimensional data
- feature selection
- cluster analysis
- biological data
- meta analysis
- imputation methods
- high throughput
- gene networks
- molecular biology
- machine learning
- biologically meaningful
- microarray datasets
- decision trees
- database
- k nearest neighbor