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cs.LG2026
When Participant Disjoint Validation Is Not Enough to Establish Generalization in Parkinson's Gait Classification
Md. Sifat, Sania Akter, Akif Islam +1
Participant-disjoint cross-validation prevents direct participant overlap, but it may still produce optimistic estimates when acquisition site and diagnosis are structurally depend…
cs.LG2025
Balancing Interpretability and Performance in Motor Imagery EEG Classification: A Comparative Study of ANFIS-FBCSP-PSO and EEGNet
Farjana Aktar, Mohd Ruhul Ameen, Akif Islam +1
Achieving both accurate and interpretable classification of motor-imagery EEG remains a key challenge in brain-computer interface (BCI) research. In this paper, we compare a transp…