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Code · Zenodo · October 23, 2026

Ocular-correlated signals and decision rules in DTW decoding of motor-imagery EEG: code and results

Abzal E. Kyzyrkanov, Zharasbek D. Baishemirov, Toleuov Zh. Timur, Zhenis Otarbay, Beibut Amirgaliyev, Nurbol Bektibay

Abstract

Code, result files and analysis scripts for the study "Ocular-correlated signals and decision rules alter the apparent performance of dynamic time warping in motor-imagery EEG decoding" (submitted to Scientific Reports). Includes preprocessing, DTW, band-power, FBCSP, Riemannian and learned-model pipelines, cross-session protocols, ocular-regression and sham controls, subject-level statistics, per-participant result files, and the scripts that generate every number, table and figure in the manuscript. The datasets (BCI Competition IV 1, 2a, 2b; PhysioNet EEGMMIDB) are public and not included; see data/README.md for sources and checksums.

EEG and Brain-Computer InterfacesGaze Tracking and Assistive TechnologyMuscle activation and electromyography studiesdynamic time warpingeye movementsdecision rules

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