Sparse representation approaches for the classification of high-dimensional biological data.
Yifeng LiAlioune NgomPublished in: BMC Syst. Biol. (2013)
Keyphrases
- sparse representation
- biological data
- dictionary learning
- image classification
- sparse coding
- high dimensional
- high throughput
- microarray data
- high dimensional data
- high dimensionality
- statistical methods
- pattern recognition
- face recognition
- feature space
- data analysis
- dimensionality reduction
- feature extraction
- machine learning algorithms
- image patches
- feature selection
- supervised learning
- signal processing
- text classification
- unsupervised learning
- data integration
- image representation
- training set
- knowledge discovery
- gene expression data
- databases
- gene regulatory networks
- linear combination
- image features
- feature vectors
- multiscale
- decision trees
- machine learning
- real world