Optimal multimodal feature combination and classifier selection for music-based EEG signal analysis.

Journal: Computers in biology and medicine
Published Date: Jul 6, 2025

Abstract

PURPOSE: Music perception is a fundamental human experience, integral to cognitive and emotional processing, making it a crucial area for neuroscientific investigation. This study examined the neural dynamics underlying music perception and identified optimal methods for classifying mental states using electroencephalography (EEG) signals.

Authors

  • Nilotpal Das
    Biomedical Instrumentation Laboratory, School of Bioscience & Engineering, Jadavpur University, Kolkata, India. Electronic address: nilotpal.das@outlook.com.
  • Monisha Chakraborty
    School of Bioscience & Engineering, Jadavpur University, Kolkata, India. Electronic address: monishachakraborty@rediffmail.com.

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