Eye tracking for detection of ADHD patterns in children between 6 to 8 years-old

2022 International Conference on Inclusive Technologies and Education (CONTIE)(2022)

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摘要
This article presents a way to detect patterns in the sight of pediatric patients with Attention Deficit Hyperactivity Disorder (ADHD) in a school age range from 6 to 8 years through a web platform with logical and reading exercises, collecting information from the points where they fix their gaze at and identifying impulsive eye movements.With the data obtained, an analysis was carried out with the help of the Weka tool, in this phase a clustering was carried out with the aim of grouping the results of infants with similar sight patterns as a patient with ADHD and separating those who did not present them.According to the results, it was concluded that there are algorithms that can be accurate depending on the nature of the data, such as Canopy and EM, where the error rate is less than 20%.
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关键词
TDAH,Eye Tracking,Machine Learning,Clusterización
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