Filter bank common spatial pattern and envelope-based features in multimodal EEG-fTCD brain-computer interfaces
Essam A, Ibrahim A, Al-Nasr A, El-Saqa M, Mohamed S, Anwar A, Eldeib A, Akcakaya M, Khalaf A. Filter bank common spatial pattern and envelope-based features in multimodal EEG-fTCD brain-computer interfaces. PLOS ONE 2025, 20: e0311075. PMID: 40403087, PMCID: PMC12097611, DOI: 10.1371/journal.pone.0311075.Peer-Reviewed Original ResearchConceptsFilter Bank Common Spatial PatternBrain-computer interfaceMultimodal brain-computer interfaceCommon Spatial PatternClassification accuracyEEG-fNIRS brain-computer interfaceMI paradigmMotor imageryPerformance of brain-computer interfacesImproving classification performanceBayesian fusion frameworkBinary classification problemTime series featuresUser intentionClassification problemFusion frameworkClassification performanceBrain-computerAccuracy improvementAssistive technologySystem performanceImagery tasksAccuracyAnalysis approachAdvanced analysis approaches
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