Exploring high-dimensional biological data with sparse contrastive principal component analysis.
Philippe BoileauNima S. HejaziSandrine DudoitPublished in: Bioinform. (2020)
Keyphrases
- biological data
- high dimensional
- microarray data
- principal component analysis
- low dimensional
- dimensionality reduction
- feature space
- high throughput
- molecular biology
- data analysis
- systems biology
- biological networks
- data points
- principal components
- high dimensionality
- huge volume of data
- high dimensional data
- data integration
- data sources
- protein protein interactions
- knowledge discovery
- similarity search
- statistical methods
- feature extraction
- nearest neighbor
- gene regulatory networks
- biological sequences
- gene expression data
- microarray
- biological information
- information retrieval
- mining graph data
- high speed
- face recognition
- case study