Evolving AI for Wellness: Dynamic and Personalized Real-time Loneliness Detection Using Passive Sensing

MM Qirtas, E Zafeiridi, EB White, D Pesch - arXiv preprint arXiv …, 2024 - arxiv.org
Loneliness is a growing health concern as it can lead to depression and other associated
mental health problems for people who experience feelings of loneliness over prolonged …

Personalising Loneliness Detection through Behavioural Grouping of Passive Sensing Data from College Students

MM Qirtas, EB White, E Zafeiridi, D Pesch - IEEE Access, 2023 - ieeexplore.ieee.org
Loneliness among college students is an increasingly prevalent issue. While technology-
based methods for detection using behavioural patterns have been proposed, there remains …

Unmasking the Nuances of Loneliness: Using Digital Biomarkers to Understand Social and Emotional Loneliness in College Students

MM Qirtas, E Zafeirid, D Pesch, EB White - arXiv preprint arXiv:2404.01845, 2024 - arxiv.org
Background: Loneliness among students is increasing across the world, with potential
consequences for mental health and academic success. To address this growing problem …

Objective monitoring of loneliness levels using smart devices: A multi-device approach for mental health applications

S Jafarlou, I Azimi, J Lai, Y Wang, S Labbaf, B Nguyen… - medRxiv, 2023 - medrxiv.org
Loneliness is linked to wide ranging physical and mental health problems, including
increased rates of mortality. Understanding how loneliness manifests is important for …

[PDF][PDF] Identifying Behavioral Phenotypes of Loneliness and Social Isolation with Passive Sensing: A Three-fold Analysis

A Doryab, D Villalba, P Chikarsel, JM Dutcher… - 2019 - scholar.archive.org
Background: Loneliness significantly affects the quality of life and physical and mental
health. In addition, recent studies have shown high levels of loneliness across various …

Loneliness Forecasting Using Multi-modal Wearable and Mobile Sensing in Everyday Settings

Z Yang, I Azimi, S Jafarlou, S Labbaf… - 2023 IEEE 19th …, 2023 - ieeexplore.ieee.org
The adverse effects of loneliness on both physical and mental well-being are profound.
Although previous research has utilized mobile sensing techniques to detect mental health …

[HTML][HTML] Identifying behavioral phenotypes of loneliness and social isolation with passive sensing: statistical analysis, data mining and machine learning of …

A Doryab, DK Villalba, P Chikersal… - JMIR mHealth and …, 2019 - mhealth.jmir.org
Background: Feelings of loneliness are associated with poor physical and mental health.
Detection of loneliness through passive sensing on personal devices can lead to the …

Check for updates Less is More: Leveraging Digital Behavioral Markers for Real-Time Identification of Loneliness in Resource-Limited Settings

MS Ahmed, N Ahmed - Pervasive Computing Technologies for …, 2023 - books.google.com
Check for updates Less is More: Leveraging Digital Behavioral Markers for Real-Time
Identification of Loneliness in Resource-Limited Settings Page 464 Check for updates Less is …

The relationship between loneliness and depression among college students: Mining data derived from passive sensing

MM Qirtas, E Zafeiridi, EB White, D Pesch - Digital Health, 2023 - journals.sagepub.com
Background While there is recognition of the relationship between loneliness and
depression, specific behavioural patterns distinguishing both are still not well understood …

Less Is More: Leveraging Digital Behavioral Markers for Real-Time Identification of Loneliness in Resource-Limited Settings

MS Ahmed, N Ahmed - International Conference on Pervasive Computing …, 2022 - Springer
The resource-constrained nature of developing regions and also the positive impact of early
intervention show the need for a minimal and faster system to identify loneliness. However …