3 papers
q-bio.NC2026
Deep Sleep Classification via EEG Signal Criticality: A Passive BCI Approach for Sleep-Improvement Neurofeedback
StanisÅaw NarÄbski, Tomasz KomendziÅski, Tomasz M. Rutkowski
Automated sleep staging is a fundamental application of passive Brain-Computer Interfaces (pBCI), decoding spontaneous neural states to enable closed-loop interventions independent…
q-bio.NC2026
Sleep EEG Signal Criticality as a Non-Invasive Predictor of Cognitive Decline in Dementia
StanisÅaw NarÄbski, Tomasz KomendziÅski, Tomasz M. Rutkowski
Early detection of neurodegeneration remains a critical clinical challenge. This study investigates whether sleep EEG signal criticality, quantified via Multifractal Detrended Fluc…
q-bio.NC2025
Early Detection of Cognitive Impairment in Elderly using a Passive FPVS-EEG BCI and Machine Learning -- Extended Version
Tomasz M. Rutkowski, StanisÅaw NarÄbski, Mihoko Otake-Matsuura +1
Early dementia diagnosis requires biomarkers sensitive to both structural and functional brain changes. While structural neuroimaging biomarkers have progressed significantly, obje…