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Autism Spectrum Disorder Diagnostic System Using HOS Bispectrum with EEG Signals

The-Hanh Pham1, Jahmunah Vicnesh1, Joel Koh En Wei1

  • 1School of Engineering, Ngee Ann Polytechnic, 535 Clementi Rd, 599489 Singapore, Singapore.

International Journal of Environmental Research and Public Health
|February 9, 2020
PubMed
Summary

This study developed an accurate autism diagnostic system using electroencephalogram (EEG) signals. The system achieved 98.70% accuracy, offering a valuable tool for early autism detection.

Keywords:
10-fold validationEEG signalsautism spectrum disorderclassifierscomputer-aided brain diagnostic systemhigher-order spectra bispectrumlocality sensitivity discriminant analysisnonlinear featurest-test

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Autism Spectrum Disorder01:19

Autism Spectrum Disorder

Autism spectrum disorder (ASD) is a neurodevelopmental condition marked by persistent deficits in social communication and interaction alongside restrictive and repetitive behaviors or interests. ASD is sometimes accompanied by intellectual impairment.
These core symptoms manifest differently among individuals, ranging from mild to severe. The disorder's complexity extends beyond its clinical presentation, encompassing a diverse range of biological, cognitive, and sociocultural influences.
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