Dataset complexity in gene expression based cancer classification using ensembles of k-nearest neighbors.
Oleg OkunHelen PriisaluPublished in: Artif. Intell. Medicine (2009)
Keyphrases
- gene expression
- k nearest neighbor
- cancer classification
- microarray
- gene expression data
- knn
- gene selection
- microarray datasets
- microarray data
- gene expression datasets
- gene expression profiles
- colon cancer
- nearest neighbor
- analysis of gene expression
- high throughput
- dna microarray
- cancer diagnosis
- support vector machine
- feature selection
- experimental conditions
- gene sets
- support vector machine svm
- gene expression analysis
- text categorization
- biological processes
- gene expression patterns
- neural network
- transcription factors
- decision trees
- random forest
- high dimensionality
- gene ontology
- feature ranking
- binding sites
- clustering analysis
- gene regulatory networks
- ensemble methods
- benchmark datasets
- data sets
- learning algorithm
- face recognition
- data analysis
- feature set
- text classification
- biological data
- genome wide
- biological networks