Author

Prathiksha Padmanabha

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Open access Aug 2026

Attention-Guided Rest–Walk EEG Modeling for Parkinson’s Disease Classification Using CNN Features and Transformer Encoding

An EEG-only, leakage-free framework for participant-level classification of PD and healthy controls using resting- and walking-state EEG data from the OpenNeuro ds007526 dataset is developed and demonstrates the feasibility of participant-level PD classification using a pooled collection of resting-state and walking EE...

H. Herath, Prathiksha Padmanabha, Nuwan Madusanka Vithanage et al. · Applied Sciences · 0 citations