Enhanced Prediction for Observed Peptide Count in Protein Mass Spectrometry Data by Optimally Balancing the Training Dataset.
Anoop Kumar TiwariAbhigyan NathKarthikeyan SubbiahKaushal Kumar ShuklaPublished in: Int. J. Pattern Recognit. Artif. Intell. (2017)
Keyphrases
- mass spectrometry data
- mass spectrometry
- training dataset
- high throughput
- mass spectra
- training data
- prediction accuracy
- pattern classification
- class labels
- tandem mass spectrometry
- training set
- drug discovery
- amino acids
- tandem mass spectra
- microarray
- biomarker discovery
- training samples
- cancer classification
- protein classification
- ms ms
- learning algorithm
- time of flight
- biological data
- protein sequences