Decision Confidence Neuron in Echo State Network for Continual Evaluation of EEG Motor Imagery Classification Quality
Eva Lemoine, Brendan Lenfesty, Umesh Kumar Naik Mudavath, Saugat Bhattacharyya, KongFatt Wong‐Lin
The paper introduces a decision confidence neuron for ESNs to continuously monitor classification confidence in EEG motor imagery tasks, showing it correlates with decision accuracy and discriminates correct from error decisions.
bioRxiv · Sep 4, 2026 · PreprintNeuroscience