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08/28/2023
A Comparison of Personalized and Generalized Approaches to Emotion Recognition Using Consumer Wearable Devices: Machine Learning Study
Background: Studies have shown the potential adverse health effects, ran...
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08/09/2023
Addressing Racial Bias in Facial Emotion Recognition
Fairness in deep learning models trained with high-dimensional inputs an...
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08/04/2023
Personalization of Stress Mobile Sensing using Self-Supervised Learning
Stress is widely recognized as a major contributor to a variety of healt...
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07/23/2023
Self-Supervised Learning for Audio-Based Emotion Recognition
Emotion recognition models using audio input data can enable the develop...
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07/07/2023
Personalized Prediction of Recurrent Stress Events Using Self-Supervised Learning on Multimodal Time-Series Data
Chronic stress can significantly affect physical and mental health. The ...
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03/19/2023
Computer Vision Estimation of Emotion Reaction Intensity in the Wild
Emotions play an essential role in human communication. Developing compu...
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03/07/2023
Crowdsourcing in Precision Healthcare: Short Review
The age of deep learning has brought high-performing diagnostic models f...
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03/07/2023
A Review of and Roadmap for Data Science and Machine Learning for the Neuropsychiatric Phenotype of Autism
Autism Spectrum Disorder (autism) is a neurodevelopmental delay which af...
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04/05/2022
An Exploration of Active Learning for Affective Digital Phenotyping
Some of the most severe bottlenecks preventing widespread development of...
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04/04/2022
MLPro: A System for Hosting Crowdsourced Machine Learning Challenges for Open-Ended Research Problems
The task of developing a machine learning (ML) model for a particular pr...
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01/26/2022
Challenges and Opportunities for Machine Learning Classification of Behavior and Mental State from Images
Computer Vision (CV) classifiers which distinguish and detect nonverbal ...
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01/04/2022
Classifying Autism from Crowdsourced Semi-Structured Speech Recordings: A Machine Learning Approach
Autism spectrum disorder (ASD) is a neurodevelopmental disorder which re...
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08/22/2021
Training and Profiling a Pediatric Emotion Recognition Classifier on Mobile Devices
Implementing automated emotion recognition on mobile devices could provi...
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08/18/2021
Activity Recognition for Autism Diagnosis
A formal autism diagnosis is an inefficient and lengthy process. Familie...
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01/10/2021
Activity Recognition with Moving Cameras and Few Training Examples: Applications for Detection of Autism-Related Headbanging
Activity recognition computer vision algorithms can be used to detect th...
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01/10/2021
Using Crowdsourcing to Train Facial Emotion Machine Learning Models with Ambiguous Labels
Current emotion detection classifiers predict discrete emotions. However...
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12/16/2020
Training an Emotion Detection Classifier using Frames from a Mobile Therapeutic Game for Children with Developmental Disorders
Automated emotion classification could aid those who struggle to recogni...
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04/19/2020
