Cargando…

Classification of Children With Autism and Typical Development Using Eye-Tracking Data From Face-to-Face Conversations: Machine Learning Model Development and Performance Evaluation

BACKGROUND: Previous studies have shown promising results in identifying individuals with autism spectrum disorder (ASD) by applying machine learning (ML) to eye-tracking data collected while participants viewed varying images (ie, pictures, videos, and web pages). Although gaze behavior is known to...

Descripción completa

Detalles Bibliográficos
Autores principales:	Zhao, Zhong, Tang, Haiming, Zhang, Xiaobin, Qu, Xingda, Hu, Xinyao, Lu, Jianping
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	JMIR Publications 2021
Materias:	Original Paper
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8440949/ https://www.ncbi.nlm.nih.gov/pubmed/34435957 http://dx.doi.org/10.2196/29328

Ejemplares similares

Restricted Kinematics in Children With Autism in the Execution of Complex Oscillatory Arm Movements
por: Zhao, Zhong, et al.
Publicado: (2021)

Autistic Traits and Brain Activation during Face-to-Face Conversations in Typically Developed Adults
por: Suda, Masashi, et al.
Publicado: (2011)

Face-to-face interference in typical and atypical development
por: Riby, Deborah M, et al.
Publicado: (2012)

Evaluation of an eye tracking setup for studying visual attention in face-to-face conversations
por: Vehlen, Antonia, et al.
Publicado: (2021)

Recognizing the same face in different contexts: Testing within-person face recognition in typical development and in autism
por: Neil, Louise, et al.
Publicado: (2016)

Machine learning-based early diagnosis of autism according to eye movements of real and artificial faces scanning
por: Meng, Fanchao, et al.
Publicado: (2023)

Gamma Activation in Young People with Autism Spectrum Disorders and Typically-Developing Controls When Viewing Emotions on Faces
por: Wright, Barry, et al.
Publicado: (2012)

Pruning or tuning? Maturational profiles of face specialization during typical development
por: Zhu, Xun, et al.
Publicado: (2016)

Perceptual effects of fast and automatic visual ensemble statistics from faces in individuals with typical development and autism spectrum conditions
por: Chakrabarty, Mrinmoy, et al.
Publicado: (2020)

Eye Tracking the Face in the Crowd Task: Why Are Angry Faces Found More Quickly?
por: Shasteen, Jonathon R., et al.
Publicado: (2014)

Face memory and face perception in autism
por: Stantić, Mirta, et al.
Publicado: (2021)

Basic emotion recognition of children on the autism spectrum is enhanced in music and typical for faces and voices
por: Sivathasan, Shalini, et al.
Publicado: (2023)

Emotional vs. Neutral Face Exploration and Habituation: An Eye-Tracking Study of Preschoolers With Autism Spectrum Disorders
por: Bochet, Aurélie, et al.
Publicado: (2021)

The development of face orienting mechanisms in infants at-risk for autism
por: Elsabbagh, Mayada, et al.
Publicado: (2013)

Self-Face Recognition in Schizophrenia: An Eye-Tracking Study
por: Bortolon, Catherine, et al.
Publicado: (2016)

Eye-tracking glasses in face-to-face interactions: Manual versus automated assessment of areas-of-interest
por: Jongerius, Chiara, et al.
Publicado: (2021)

Attentional processing of pain faces and other emotional faces in chronic pain–an eye-tracking study
por: Priebe, Janosch A., et al.
Publicado: (2021)

Initial eye gaze to faces and its functional consequence on face identification abilities in autism spectrum disorder
por: Schauder, Kimberly B., et al.
Publicado: (2019)

Impact of lack of face-to-face schooling during COVID-19 confinement on family quality of life of children with disabilities and typical development
por: Palomo-Carrión, Rocío, et al.
Publicado: (2022)

Rapid face orienting in infants and school-age children with and without autism: Exploring measurement invariance in eye-tracking
por: Dalrymple, Kirsten A., et al.
Publicado: (2018)

Emotional face recognition in male adolescents with autism spectrum disorder or disruptive behavior disorder: an eye-tracking study
por: Bours, C. C. A. H., et al.
Publicado: (2018)

Visual Attention to Emotional Face in Schizophrenia: An Eye Tracking Study
por: Asgharpour, Mania, et al.
Publicado: (2015)

Using Eye Tracking to Understand Infants' Attentional Bias for Faces
por: Leppänen, Jukka M.
Publicado: (2016)

Eye-tracking analyses of physician face gaze patterns in consultations
por: Jongerius, C., et al.
Publicado: (2021)

Impact of mask use on face recognition: an eye-tracking study
por: Hsiao, Janet Hui-wen, et al.
Publicado: (2022)

Inr tracking with face-to-face and phone app
por: Hanedan, Muhammet Onur, et al.
Publicado: (2023)

Machine Learning Models for the Classification of Sleep Deprivation Induced Performance Impairment During a Psychomotor Vigilance Task Using Indices of Eye and Face Tracking
por: Daley, Matthew S., et al.
Publicado: (2020)

Social cognition, face processing, and oxytocin receptor single nucleotide polymorphisms in typically developing children
por: Slane, Mylissa M., et al.
Publicado: (2014)

Preference for horizontal information in faces predicts typical variations in face recognition but is not impaired in developmental prosopagnosia
por: Little, Zoë, et al.
Publicado: (2022)

Using eye tracking to test for individual differences in attention to attractive faces
por: Valuch, Christian, et al.
Publicado: (2015)

Event-Based Face Detection and Tracking Using the Dynamics of Eye Blinks
por: Lenz, Gregor, et al.
Publicado: (2020)

Automatic Conversational Scene Analysis in Children with Asperger Syndrome/High-Functioning Autism and Typically Developing Peers
por: Tavano, Alessandro, et al.
Publicado: (2014)

What you see is what you get: contextual modulation of face scanning in typical and atypical development
por: Elsabbagh, Mayada, et al.
Publicado: (2014)

Eye see through you! Eye tracking unmasks concealed face recognition despite countermeasures
por: Millen, Ailsa E., et al.
Publicado: (2019)

Eyes like it, Brain Likes it: Tracking the Neural Tuning of Cultural Diversity in Eye Movements for Faces
por: Lao, Junpeng, et al.
Publicado: (2011)

Eye Examination Testability in Children with Autism and in Typical Peers
por: Coulter, Rachel Anastasia, et al.
Publicado: (2015)

Is the Thatcher Illusion Modulated by Face Familiarity? Evidence from an Eye Tracking Study
por: Utz, Sandra, et al.
Publicado: (2016)

Processing of Emotional Faces in Patients with Chronic Pain Disorder: An Eye-Tracking Study
por: Giel, Katrin Elisabeth, et al.
Publicado: (2018)

How Attention to Faces and Objects Changes Over Time in Toddlers with Autism Spectrum Disorders: Preliminary Evidence from An Eye Tracking Study
por: Muratori, Filippo, et al.
Publicado: (2019)

Dynamics of Remote Communication: Movement Coordination in Video-Mediated and Face-to-Face Conversations
por: Zubek, Julian, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_cvb0vfbhtfs04eb0nclsdrmaug