When Does Your Brain Know You? Segment Length and Its Impact on EEG-based Biometric Authentication Accuracy
<|reference_start|>When Does Your Brain Know You? Segment Length and Its Impact on EEG-based Biometric Authentication Accuracy: In the quest for optimal EEG-based biometric authentication, this study investigates the pivotal balance for accurate identification without sacrificing performance or adding unnecessary computational complexity. Through a methodical exploration of segment durations, and employing a variety of sophisticated machine learning models, the research seeks to pinpoint a threshold where EEG data provides maximum informational yield for authentication purposes. The findings are set to advance the field of non-invasive biometric technologies, proposing a practical approach to secure and user-friendly identity verification systems while also raising considerations for the real-world application of EEG-based biometric authentication beyond controlled environments.<|reference_end|>
@article{alzahab2024when,
    title={When Does Your Brain Know You? Segment Length and Its Impact on
  EEG-based Biometric Authentication Accuracy},
    author={Nibras Abo Alzahab, Lorenzo Scalise, Marco Baldi},
    journal={arXiv preprint arXiv:2403.12644},
    year={2024},
    archivePrefix={arXiv},
    eprint={2403.12644},
    primaryClass={cs.CR eess.SP q-bio.NC}
}