CAMS-RS: Clustering Algorithm for Large-Scale Mass Spectrometry Data Using Restricted Search Space and Intelligent Random Sampling.
Fahad SaeedJason D. HoffertMark A. KnepperPublished in: IEEE ACM Trans. Comput. Biol. Bioinform. (2014)
Keyphrases
- random sampling
- mass spectrometry data
- search space
- clustering algorithm
- active learning
- sampling procedure
- high throughput
- sampling algorithm
- pattern classification
- sample size
- k means
- mass spectrometry
- clustering method
- random sample
- random samples
- reservoir sampling
- cancer classification
- optimal solution
- benchmark datasets
- data sets
- model selection