Guilt-by-association feature selection: Identifying biomarkers from proteomic profiles.
Hyunjin ShinBryan SheuMaria JosephMia K. MarkeyPublished in: J. Biomed. Informatics (2008)
Keyphrases
- feature selection
- mass spectrometry
- ovarian cancer
- proteomic data
- biomarker discovery
- mass spectrometry data
- text categorization
- feature extraction
- feature set
- classification accuracy
- gene selection
- high dimensionality
- high throughput
- machine learning
- model selection
- dimensionality reduction
- multi class
- user profiles
- breast cancer
- text classification
- microarray data
- information gain
- feature selection algorithms
- selected features
- early detection
- mass spectra
- gastric cancer
- data sets
- irrelevant features
- microarray
- unsupervised learning
- support vector
- decision trees
- neural network