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Autism spectrum disorder (ASD) is a developmental disorder characterized by significant social communication impairments and difficulties perceiving and presenting communication cues. Machine learning techniques have been broadly adopted to…

Computer Vision and Pattern Recognition · Computer Science 2023-10-03 Jicheng Li , Vuthea Chheang , Pinar Kullu , Eli Brignac , Zhang Guo , Kenneth E. Barner , Anjana Bhat , Roghayeh Leila Barmaki

Autism is a developmental disorder that manifests in early childhood and persists throughout life, profoundly affecting social behavior and hindering the acquisition of learning and social skills in those diagnosed. As technological…

Human-Computer Interaction · Computer Science 2026-05-28 Qin Yang , Huan Lu , Dandan Liang , Shengrong Gong , Huanghao Feng

Our aim is to analyze the relevance of the mentor-child paradigm with a robot for individuals with Autism Spectrum Disorders, and the adaptations required. This method could allow a more reliable evaluation of the socio-cognitive abilities…

Computers and Society · Computer Science 2023-12-14 Marion Dubois-Sage , Baptiste Jacquet , Frank Jamet , Jean Baratgin

The goal of the present study is to identify autism using machine learning techniques and resting-state brain imaging data, leveraging the temporal variability of the functional connections (FC) as the only information. We estimated and…

Neurons and Cognition · Quantitative Biology 2017-12-22 Ravi Tejwani , Adam Liska , Hongyuan You , Jenna Reinen , Payel Das

Research in machine learning for autism spectrum disorder (ASD) classification bears the promise to improve clinical diagnoses. However, recent studies in clinical imaging have shown the limited generalization of biomarkers across and…

Machine Learning · Computer Science 2022-09-23 Christian Gerloff , Kerstin Konrad , Jana Kruppa , Martin Schulte-Rüther , Vanessa Reindl

Autism Spectrum Disorder is a condition characterized by a typical brain development leading to impairments in social skills, communication abilities, repetitive behaviors, and sensory processing. There have been many studies combining…

Image and Video Processing · Electrical Eng. & Systems 2024-05-28 Junlin Song , Yuzhuo Chen , Yuan Yao , Zetong Chen , Renhao Guo , Lida Yang , Xinyi Sui , Qihang Wang , Xijiao Li , Aihua Cao , Wei Li

Autism Spectrum Disorder (ASD) is a rapidly growing neurodevelopmental disorder. Performing a timely intervention is crucial for the growth of young children with ASD, but traditional clinical screening methods lack objectivity. This study…

Computer Vision and Pattern Recognition · Computer Science 2024-09-02 Xiang Li , Lizhou Fan , Hanbo Wu , Kunping Chen , Xiaoxiao Yu , Chao Che , Zhifeng Cai , Xiuhong Niu , Aihua Cao , Xin Ma

Autonomous discovery and direct instruction are two distinct sources of learning in children but education sciences demonstrate that mixed approaches such as assisted discovery or guided play result in improved skill acquisition. In the…

Machine Learning · Computer Science 2023-03-21 Olivier Sigaud , Ahmed Akakzia , Hugo Caselles-Dupré , Cédric Colas , Pierre-Yves Oudeyer , Mohamed Chetouani

Caregivers of individuals with autism spectrum disorder (ASD) often find the 77-item Autism Treatment Evaluation Checklist (ATEC) burdensome, limiting its use for routine monitoring. This study introduces a generalizable machine learning…

Applications · Statistics 2025-11-03 Audrey Dong , Claire Xu , Samuel R. Guo , Kevin Yang , Xue-Jun Kong

In data science education, the importance of learning to solve real-world problems has been argued. However, there are two issues with this approach: (1) it is very costly to prepare multiple real-world problems (using real data) according…

Computers and Society · Computer Science 2023-06-06 Satoshi Takahashi , Atushi Yoshikawa

Imitation plays an important role in development, being one of the precursors of social cognition. Even though some children with autism imitate spontaneously and other children with autism can learn to imitate, the dynamics of imitation is…

Human-Computer Interaction · Computer Science 2020-03-02 Adriana Tapus , Andreea Peca , Amir Aly , Cristina Pop , Lavinia Jisa , Sebastian Pintea , Alina Rusu , Daniel David

Agent-based modelling (ABM) is a facet of wider Multi-Agent Systems (MAS) research that explores the collective behaviour of individual `agents', and the implications that their behaviour and interactions have for wider systemic behaviour.…

Multiagent Systems · Computer Science 2022-10-14 Nick Malleson , Mark Birkin , Daniel Birks , Jiaqi Ge , Alison Heppenstall , Ed Manley , Josie McCulloch , Patricia Ternes

Attention Deficit Hyperactivity Disorder is one of the most common neurodevelopmental disorders in which patients have difficulties related to inattention, hyperactivity, and impulsivity. Those patients are in need of a psychological…

Human-Computer Interaction · Computer Science 2020-05-06 Saad Alqithami , Musaad Alzahrani , Abdulkareem Alzahrani , Ahmed Mustafa

This study systematically reviews the transformative role of Tutoring Systems, encompassing Intelligent Tutoring Systems (ITS) and Robot Tutoring Systems (RTS), in addressing global educational challenges through advanced technologies. As…

Computers and Society · Computer Science 2025-03-14 Vincent Liu , Ehsan Latif , Xiaoming Zhai

This paper discusses the issue regarding Non-verbal Autism Spectrum Disorder. It has been observed that this mental disorder is listed in major parts of the world including the US, UK, and India. To mitigate this type of disorder, a wide…

Information Retrieval · Computer Science 2025-10-27 Amna Al-Araimi , Yue Zheng , Haiming Liu

Activity recognition computer vision algorithms can be used to detect the presence of autism-related behaviors, including what are termed "restricted and repetitive behaviors", or stimming, by diagnostic instruments. The limited data that…

Computer Vision and Pattern Recognition · Computer Science 2021-01-12 Peter Washington , Aaron Kline , Onur Cezmi Mutlu , Emilie Leblanc , Cathy Hou , Nate Stockham , Kelley Paskov , Brianna Chrisman , Dennis P. Wall

Autistic Spectrum Disorder (ASD) is a neurological disease characterized by difficulties with social interaction, communication, and repetitive activities. While its primary origin lies in genetics, early detection is crucial, and…

Machine Learning · Computer Science 2023-12-29 Rownak Ara Rasul , Promy Saha , Diponkor Bala , S M Rakib Ul Karim , Md. Ibrahim Abdullah , Bishwajit Saha

While the prevalence of Autism Spectrum Disorder (ASD) is increasing, research continues in an effort to identify common etiological and pathophysiological bases. In this regard, modern machine learning and network science pave the way for…

Image and Video Processing · Electrical Eng. & Systems 2020-08-06 Sarah Itani , Dorina Thanou

Artificial intelligence (AI) tutors have become increasingly popular in learning environments. In this study, we propose an AI agent prototype framework for exploring AI-assisted learning with temporal interaction patterns, multiple…

Computers and Society · Computer Science 2026-04-21 Yiyao Yang , Yasemin Gulbahar

This paper focuses on developing a framework for uncovering insights about NDD children's performance (e.g., raw gaze cluster analysis, duration analysis \& area of interest for sustained attention, stimuli expectancy, loss of…

Human-Computer Interaction · Computer Science 2025-02-04 Abdul Rehman , Ilona Heldal , Diana Stilwell , Jerry Chun-Wei Lin
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