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Autism spectrum disorder is one of the leading neurodevelopmental disorders in our world, present in over 1% of the population and rapidly increasing in prevalence, yet the condition lacks a robust, objective, and efficient diagnostic.…

Neurons and Cognition · Quantitative Biology 2024-03-04 Annie Adhikary

Autism spectrum disorder (ASD) is a complex neurodevelopmental condition whose rising prevalence places increasing demands on a lengthy diagnostic process. Machine learning (ML) has shown promise in automating ASD diagnosis, but most…

Artificial Intelligence · Computer Science 2025-12-09 Gondy Leroy , Prakash Bisht , Sai Madhuri Kandula , Nell Maltman , Sydney Rice

Multimodal affective computing, learning to recognize and interpret human affects and subjective information from multiple data sources, is still challenging because: (i) it is hard to extract informative features to represent human affects…

Computation and Language · Computer Science 2018-05-23 Yue Gu , Kangning Yang , Shiyu Fu , Shuhong Chen , Xinyu Li , Ivan Marsic

Human affect recognition is an essential part of natural human-computer interaction. However, current methods are still in their infancy, especially for in-the-wild data. In this work, we introduce our submission to the Affective Behavior…

Computer Vision and Pattern Recognition · Computer Science 2020-11-03 Felix Kuhnke , Lars Rumberg , Jörn Ostermann

Since autistic children suffers from learning disabilities and communication barriers, this research aim to design, develop and evaluate an Android based mobile application (app) providing better learning environment with inclusion of…

Computers and Society · Computer Science 2018-01-12 Nareena Soomro , Safeeullah Soomro

The past few decades has seen increased interest in the application of social robots to interventions for Autism Spectrum Disorder as behavioural coaches [4]. We consider that robots embedded in therapies could also provide quantitative…

Human-Computer Interaction · Computer Science 2019-09-12 Madeleine Bartlett , Daniel Hernandez Garcia , Serge Thill , Tony Belpaeme

Autism Spectrum Disorder (ASD) presents significant challenges in early diagnosis and intervention, impacting children and their families. With prevalence rates rising, there is a critical need for accessible and efficient screening tools.…

Computer Vision and Pattern Recognition · Computer Science 2024-04-10 Halil Ismail Helvaci , Sen-ching Samson Cheung , Chen-Nee Chuah , Sally Ozonoff

The increasing prevalence of Autism Spectrum Disorder and Attention-Deficit/ Hyperactivity Disorder among students highlights the need to improve evaluation and diagnostic techniques, as well as effective tools to mitigate the negative…

Computer Vision and Pattern Recognition · Computer Science 2024-01-31 S. Fortea-Sevilla , A. Garcia-Sosa. , P. Morales-Almeida , C. Carmona-Duarte

This paper presents a novel approach named PASAD that detects changes in perceptually fluent speech acoustics of young children. Particularly, analysis of perceptually fluent speech enables identifying the speech-motor-control factors that…

Sound · Computer Science 2025-05-13 Yi Xiao , Harshit Sharma , Victoria Tumanova , Asif Salekin

Large Language Models (LLMs) like ChatGPT offer potential support for autistic people, but this potential requires understanding the implicit perspectives these models might carry, including their biases and assumptions about autism. Moving…

Human-Computer Interaction · Computer Science 2026-01-23 Sohyeon Park , Jesus Armando Beltran , Aehong Min , Anamara Ritt-Olson , Gillian R. Hayes

Some of the most severe bottlenecks preventing widespread development of machine learning models for human behavior include a dearth of labeled training data and difficulty of acquiring high quality labels. Active learning is a paradigm for…

This work presents MAD (Multimodal Affection Dataset), a multimodal emotion dataset designed for affective computing and neurophysiological modeling. MAD is built upon synchronous collection of diverse physiological signals (EEG, ECG, EOG,…

Signal Processing · Electrical Eng. & Systems 2026-03-09 Shengwei Guo , Yunqing Qiao , Wenzhan Zhang , Bo Liu , Yong Wang , Guobing Sun

This article presents an extensive literature review of technology based intervention methodologies for individuals facing Autism Spectrum Disorder (ASD). Reviewed methodologies include: contemporary Computer Aided Systems (CAS), Computer…

Human-Computer Interaction · Computer Science 2019-02-21 Muhammad Shoaib Jaliawala , Rizwan Ahmed Khan

Analyzing individual emotions during group conversation is crucial in developing intelligent agents capable of natural human-machine interaction. While reliable emotion recognition techniques depend on different modalities (text, audio,…

Anatomical and functional brain studies have converged to the hypothesis that Autism Spectrum Disorders (ASD) are associated with atypical connectivity. Using a modified resting-state paradigm to drive subjects' attention, we provide…

Neurons and Cognition · Quantitative Biology 2012-11-21 Pablo Barttfeld , Bruno Wicker , Sebastián Cukier , Silvana Navarta , Sergio Lew , Ramón Leiguarda , Mariano Sigman

Affect recognition based on subjects' facial expressions has been a topic of major research in the attempt to generate machines that can understand the way subjects feel, act and react. In the past, due to the unavailability of large…

Computer Vision and Pattern Recognition · Computer Science 2021-03-30 Dimitrios Kollias , Stefanos Zafeiriou

Emotional text-to-speech (TTS) systems sturggle to capture the full spectrum of human emotions due to the inherent complexity of emotional expressions and the limited coverage of existing emotion labels. To address this, we propose a…

Audio and Speech Processing · Electrical Eng. & Systems 2026-01-21 Kun Zhou , You Zhang , Dianwen Ng , Shengkui Zhao , Hao Wang , Bin Ma

Affective computing research traditionally focused on labeling a person's emotion as one of a discrete number of classes e.g. happy or sad. In recent times, more attention has been given to continuous affect prediction across dimensions in…

Human-Computer Interaction · Computer Science 2018-03-06 Jonny O'Dwyer , Ronan Flynn , Niall Murray

Atypical gaze behavior is a diagnostic hallmark of Autism Spectrum Disorder (ASD), playing a substantial role in the social and communicative challenges that individuals with ASD face. This study explores the impacts of a month-long,…

Robotics · Computer Science 2025-09-17 Rebecca Ramnauth , Frederick Shic , Brian Scassellati

Bipolar disorder, a severe chronic mental illness characterized by pathological mood swings from depression to mania, requires ongoing symptom severity tracking to both guide and measure treatments that are critical for maintaining…

Audio and Speech Processing · Electrical Eng. & Systems 2022-03-28 Zakaria Aldeneh , Mimansa Jaiswal , Michael Picheny , Melvin McInnis , Emily Mower Provost
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