Approaches to dimensionality reduction in proteomic biomarker studies.
Melanie HilarioAlexandros KalousisPublished in: Briefings Bioinform. (2008)
Keyphrases
- dimensionality reduction
- dimensionality reduction methods
- mass spectrometry data
- case study
- data representation
- proteomic data
- strengths and weaknesses
- high throughput
- pattern recognition and machine learning
- multidimensional scaling
- lung cancer
- data sets
- feature extraction
- image processing
- computer vision
- information retrieval
- neural network