[HTML][HTML] Large language models for wearable sensor-based human activity recognition, health monitoring, and behavioral modeling: a survey of early trends, datasets …

E Ferrara - Sensors, 2024 - mdpi.com
The proliferation of wearable technology enables the generation of vast amounts of sensor
data, offering significant opportunities for advancements in health monitoring, activity …

[PDF][PDF] A review of speech-centric trustworthy machine learning: Privacy, safety, and fairness

T Feng, R Hebbar, N Mehlman, X Shi… - … on Signal and …, 2023 - nowpublishers.com
Speech-centric machine learning systems have revolutionized a number of leading
industries ranging from transportation and healthcare to education and defense …

Artificial intelligence in mental health: Innovations brought by artificial intelligence techniques in stress detection and interventions of building resilience

F Liu, Q Ju, Q Zheng, Y Peng - Current Opinion in Behavioral Sciences, 2024 - Elsevier
Highlights•AI enables early detection and large-scale monitoring of stress-related
issues.•LLM improves stress detection using advanced natural language processing …

How design researchers make sense of data visualizations in data-driven design: an uncertainty-aware sensemaking model

D Dritsa, S Houben - ACM Transactions on Computer-Human Interaction, 2024 - dl.acm.org
While data is the cornerstone of modern design strategies, design researchers frequently
struggle when performing data work. This creates a need to design tools that enable design …

Mgeed: a multimodal genuine emotion and expression detection database

Y Wang, H Yu, W Gao, Y **a… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Multimodal emotion recognition has attracted increasing interest from academia and
industry in recent years, since it enables emotion detection using various modalities, such as …

[HTML][HTML] Relationship Between Heart Rate and Perceived Stress in Intensive Care Unit Residents: Exploratory Analysis Using Fitbit Data

R Wang, O Rezaeian, O Asan, L Zhang… - JMIR Formative …, 2024 - formative.jmir.org
Background Intensive care unit (ICU) residents are exposed to high stress levels due to the
intense nature of their work, which can impact their mental health and job performance …

[PDF][PDF] Towards Gender Fairness for Mental Health Prediction.

J Cheong, S Kuzucu, S Kalkan, H Gunes - IJCAI, 2023 - ijcai.org
Mental health is becoming an increasingly prominent health challenge. Despite a plethora of
studies analysing and mitigating bias for a variety of tasks such as face recognition and …

Scaling representation learning from ubiquitous ecg with state-space models

K Avramidis, D Kunc, B Perz, K Adsul… - IEEE Journal of …, 2024 - ieeexplore.ieee.org
Ubiquitous sensing from wearable devices in the wild holds promise for enhancing human
well-being, from diagnosing clinical conditions and measuring stress to building adaptive …

Multimodal gender fairness in depression prediction: Insights on data from the usa & china

J Cameron, J Cheong, M Spitale, H Gunes - arxiv preprint arxiv …, 2024 - arxiv.org
Social agents and robots are increasingly being used in wellbeing settings. However, a key
challenge is that these agents and robots typically rely on machine learning (ML) algorithms …

Understanding Stress, Burnout, and Behavioral Patterns in Medical Residents Using Large-scale Longitudinal Wearable Recordings

T Feng, S Narayanan - arxiv preprint arxiv:2402.09028, 2024 - arxiv.org
Medical residency training is often associated with physically intense and emotionally
demanding tasks, requiring them to engage in extended working hours providing complex …