2024
Multimodal Imaging Feature Extraction with Reference Canonical Correlation Analysis Underlying Intelligence
Sapkota R, Thapaliya B, Suresh P, Ray B, Calhoun V, Liu J. Multimodal Imaging Feature Extraction with Reference Canonical Correlation Analysis Underlying Intelligence. 2024, 00: 2071-2075. DOI: 10.1109/icassp48485.2024.10448219.Peer-Reviewed Original ResearchImage feature extractionFeature extraction
2023
Improving Explainability for Single-Channel EEG Deep Learning Classifiers via Interpretable Filters and Activation Analysis*
Ellis C, Miller R, Calhoun V. Improving Explainability for Single-Channel EEG Deep Learning Classifiers via Interpretable Filters and Activation Analysis*. 2023, 00: 2474-2481. DOI: 10.1109/bibm58861.2023.10385647.Peer-Reviewed Original ResearchDeep learning methodsLearning methodsContext of automated sleep stage classificationDeep learning classifierSleep stage classificationAutomated feature extractionMachine learning methodsImprove explainabilityLearned featuresFeature extractionExplainability methodsAwake samplesLearning classifiersRaw electroencephalographyIncrease model performanceLayer filtersExplainabilityModeling activitiesModel performanceFilterStage classificationClassifierFiltering activityElectroencephalographyFrequency filtering