Signal Partitioning Algorithm for Highly Efficient Gaussian Mixture Modeling in Mass Spectrometry
Polanski A, Marczyk M, Pietrowska M, Widlak P, Polanska J. Signal Partitioning Algorithm for Highly Efficient Gaussian Mixture Modeling in Mass Spectrometry. PLOS ONE 2015, 10: e0134256. PMID: 26230717, PMCID: PMC4521892, DOI: 10.1371/journal.pone.0134256.Peer-Reviewed Original ResearchConceptsGaussian mixture modelingMixture modelGaussian mixture modelPeak detectionProteomic mass spectraFeature extractionPartitioning algorithmEfficient algorithmSignal compressionSoftware packageAlgorithmMain ideaMixture modelingModeling approachModelingDatasetApplicationsDetectionPreliminary resultsDetection efficiencyProteomic datasetsMixture modeling approachModelDifferent typesHigh resolution