A systematic comparison of feature space effects on disease classifier performance for phenotype identification of five diseases.
Christopher KotfilaÖzlem UzunerPublished in: J. Biomed. Informatics (2015)
Keyphrases
- feature space
- disease diagnosis
- single nucleotide polymorphisms
- high dimensional
- complex diseases
- early diagnosis
- genotype phenotype
- genome wide association studies
- dimensionality reduction
- feature vectors
- feature selection
- mean shift
- outbreak detection
- medical doctors
- training set
- image retrieval
- cardiovascular disease
- diagnostic process
- support vector machine
- clinically relevant
- principal component analysis
- infectious disease
- computational approaches
- gene expression
- training samples