BECAS
IACONIS Francisco Ramiro
congresos y reuniones científicas
Título:
Combining eye tracking and machine learning techniques to detect dyslexia
Autor/es:
KARINA V. RODRIGUEZ; FRANCISCO R. IACONIS; GUSTAVO GASANEO
Lugar:
Buenos Aires
Reunión:
Congreso; XXXV Congreso anual de la Sociedad Argentina de Investigacion en Neurociencias; 2020
Institución organizadora:
Sociedad Argentina de Investigacion en Neurociencias
Resumen:
We measured the eye movements during a reading task of 36 children, of whom 11 were formally diagnosed with dyslexia. The signals, registered with an eye tracker, were pre-processed to obtain the typical features presented in eye movements. Then we apply machine learning techniques in order to obtain a model that distinguishes between these two groups. Two techniques were satisfactory in separating the subjects correctly. The algorithms presented may provide a useful tool for psychopedagogues and psychologists in their diagnostic evaluation task.