Statistical Spectral and Coherence Analysis of Electroencephalography (EEG) Data: Neural Biomarkers of Attention Deficit Hyperactivity Disorder (ADHD)

Fai Alismail*, Hernando Ombao

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

Electroencephalography (EEG) is a non-invasive tool widely used for studying brain activity, offering high temporal resolution for real-time analysis of neural dynamics. This study investigates the neurophysiological underpinnings of Attention Deficit Hyperactivity Disorder (ADHD) through statistical spectral and coherence analysis of EEG data. By focusing on frequency bands, we identified distinct patterns in ADHD subjects, including increased beta and alpha power, reduced gamma activity, and altered connectivity in key brain regions. These findings underscore the potential of EEG-based biomarkers for improving ADHD diagnosis and treatment strategies.

Original languageEnglish (US)
Title of host publicationProceedings - 2024 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2024
EditorsMario Cannataro, Huiru Zheng, Lin Gao, Jianlin Cheng, Joao Luis de Miranda, Ester Zumpano, Xiaohua Hu, Young-Rae Cho, Taesung Park
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages7032-7034
Number of pages3
ISBN (Electronic)9798350386226
DOIs
StatePublished - 2024
Event2024 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2024 - Lisbon, Portugal
Duration: Dec 3 2024Dec 6 2024

Publication series

NameProceedings - 2024 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2024

Conference

Conference2024 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2024
Country/TerritoryPortugal
CityLisbon
Period12/3/2412/6/24

Keywords

  • ADHD diagnosis
  • coherence analysis
  • EEG
  • neural biomarkers
  • spectral analysis

ASJC Scopus subject areas

  • Artificial Intelligence
  • Biomedical Engineering
  • Modeling and Simulation
  • Medicine (miscellaneous)
  • Computer Vision and Pattern Recognition
  • Health Informatics
  • Radiology Nuclear Medicine and imaging

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