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Paper

Machine Learning-Based Detection of Autism Spectrum Disorder Using Attention Mechanisms in Eye-Tracking Data

Brahim Benabderrahmane✉, Mohamed Gharzouli, Amira Benlecheb

Abstract

Effective and accurate diagnosis of Autism Spectrum Disorder (ASD) has become crucial for early intervention and a better outcome for patients. This study attempts to improve ASD detection through machine learning (ML) techniques applied to eye-tracking data. We developed a machine learning model that utilizes eye movement sequences, representing the participant’s attention mechanisms, to enhance ...

Details

Original languageEnglish
Journal2024 6th International Conference on Pattern Analysis and Intelligent Systems (PAIS)
Article number10541236
Pages1-8
DOI10.1109/pais62114.2024.10541236
Publication statusPublished — 2024