An interpretable XAI deep EEG model for schizophrenia diagnosis using feature selection and attention mechanisms

An interpretable XAI deep EEG model for schizophrenia diagnosis using feature selection and attention mechanisms

IntroductionSchizophrenia is a severe psychological disorder that significantly impacts an individual’s life and is characterized by abnormalities in perception, behavior, and cognition. Conventional Schizophrenia diagnosis techniques are time- consuming and prone to error. The study proposes a nove...

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Bibliographic Details
Main Authors: Ahmad Almadhor, Stephen Ojo, Thomas I. Nathaniel, Shtwai Alsubai, Abdullah Alharthi, Abdullah Al Hejaili, Gabriel Avelino Sampedro
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-07-01
Series:Frontiers in Oncology
Subjects:
schizophrenia
electroencephalography (EEG)
SHAP
LIME
feature selection
SMOTE
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2025.1630291/full
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https://www.frontiersin.org/articles/10.3389/fonc.2025.1630291/full

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