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Daily monitoring of stress is a critical component of maintaining optimal physical and mental health. Physiological signals and contextual information have recently emerged as promising indicators for detecting instances of heightened…

In this paper, we present a new approach to mental state classification from EEG signals by combining signal processing techniques and machine learning (ML) algorithms. We evaluate the performance of the proposed method on a dataset of EEG…

Machine Learning · Computer Science 2023-09-13 Yinghao Wang , Rémi Nahon , Enzo Tartaglione , Pavlo Mozharovskyi , Van-Tam Nguyen

It has been reported that virtual reality can be a useful tool for ergonomics study. The proposed integrated simulation system aims at measuring operator's performance in an interactive way for 2D control panel design. By incorporating some…

Human-Computer Interaction · Computer Science 2007-09-05 Ying Wang , Wei Zhang , Fouad Bennis , Damien Chablat

Predicting a driver's cognitive state, or more specifically, modeling a driver's reaction time (RT) in response to the appearance of a potential hazard warrants urgent research. In the last two decades, the electric field that is generated…

Human-Computer Interaction · Computer Science 2019-05-28 Chun-Hsiang Chuang , Zehong Cao , Po-Tsang Chen , Chih-Sheng Huang , Nikhil R. Pal , Chin-Teng Lin

Understanding the mental state of other people is an important skill for intelligent agents and robots to operate within social environments. However, the mental processes involved in `mind-reading' are complex. One explanation of such…

Computer Vision and Pattern Recognition · Computer Science 2019-11-05 Jonathan Vitale , Mary-Anne Williams , Benjamin Johnston , Giuseppe Boccignone

The ability of an intelligent environment to connect and adapt to real internal sates, needs and behaviors' meaning of humans can be made possible by considering users' emotional states as contextual parameters. In this paper, we build on…

Human-Computer Interaction · Computer Science 2009-12-10 Nevin Vunka Jungum , Eric Laurent

Stress is an inevitable part of day-to-day life yet many find themselves unable to manage it themselves, particularly when professional or peer support are not always readily available. As self-care becomes increasingly vital for mental…

Human-Computer Interaction · Computer Science 2025-03-28 Anna Fang , Hriday Chhabria , Alekhya Maram , Haiyi Zhu

Automatic emotion recognition has become increasingly important with the rise of AI, especially in fields like healthcare, education, and automotive systems. However, there is a lack of multimodal datasets, particularly involving body…

Artificial Intelligence · Computer Science 2025-09-09 Seyed Muhammad Hossein Mousavi , Atiye Ilanloo

We delineate the development of a mind-mapping system designed concurrently for both VR and desktop platforms. Employing an iterative methodology with groups of users, we systematically examined and improved various facets of our system,…

Human-Computer Interaction · Computer Science 2024-03-26 Ying Yang , Tim Dwyer , Zachari Swiecki , Benjamin Lee , Michael Wybrow , Maxime Cordeil , Teresa Wulandari , Bruce H. Thomas , Mark Billinghurst

This study investigates the influence of varying illumination levels on architectural experiences by employing a comprehensive approach that combines self-reported assessments and neurophysiological measurements. Thirty participants were…

Human-Computer Interaction · Computer Science 2024-01-30 Pegah Payedar-Ardakani , Yousef Gorji-Mahlabani , Abdolhamid Ghanbaran , Reza Ebrahimpour

VR has recently been promoted as a tool for knowledge workers and studies have shown that it has the potential to improve knowledge work. However, studies on its prolonged use have been scarce. A prior study compared working in VR for one…

Engaging with natural environments and representations of nature has been shown to improve mood states and reduce cognitive decline in older adults. The current study evaluated the use of virtual reality (VR) for presenting immersive 360…

Human-Computer Interaction · Computer Science 2022-01-11 Saleh Kalantari , Tong Bill Xu , Armin Mostafavi , Angella Lee , Ruth Barankevich , Walter Boot , Sara Czaja

In the present work we intend to introduce a system based on VR (Virtual Reality) for examining analytical-geometric structures that occur in the study of mathematics and physics concepts in the last high school classes. In our opinion, an…

Physics Education · Physics 2021-11-04 Marco Simonetti , Damiano Perri , Natale Amato , Osvaldo Gervasi

Extended reality (XR) technologies-encompassing virtual reality (VR), augmented reality (AR), and mixed reality (MR) are transforming cognitive assessment and training by offering immersive, interactive environments that simulate real-world…

Human-Computer Interaction · Computer Science 2025-01-15 Palmira Victoria González-Erena , Sara Fernández-Guinea , Panagiotis Kourtesis

Virtual Reality (VR) provides new possibilities for modern knowledge work. However, the potential advantages of virtual work environments can only be used if it is feasible to work in them for an extended period of time. Until now, there…

Understanding narrative text requires capturing characters' motivations, goals, and mental states. This paper proposes an Entity-based Narrative Graph (ENG) to model the internal-states of characters in a story. We explicitly model…

Computation and Language · Computer Science 2021-09-15 I-Ta Lee , Maria Leonor Pacheco , Dan Goldwasser

Emotion AI is an emerging field of artificial intelligence intended to be utilized by organizations to manage and monitor employees emotional states supporting employee wellbeing and organizational goals. The current paper presents a case…

Human-Computer Interaction · Computer Science 2024-12-13 Joni-Roy Piispanen , Rebekah Rousi

Understanding how neural dynamics shape cognitive experiences remains a central challenge in neuroscience and psychiatry. Here, we present a novel framework leveraging state-to-output controllability from dynamical systems theory to model…

The environmental comfort in offices is traditionally captured by surveying an entire workforce simultaneously, which yet fails to capture the situatedness of the different personal experiences. To address this limitation, we developed the…

Human-Computer Interaction · Computer Science 2025-03-24 Silvia Cazacu , Stien Poncelet , Emma Feijtraij , Andrew Vande Moere

Seamless human robot interaction (HRI) and cooperative human-robot (HR) teaming critically rely upon accurate and timely human mental workload (MW) models. Cognitive Load Theory (CLT) suggests representative physical environments produce…

Human-Computer Interaction · Computer Science 2021-11-25 Robert L. Wilson , Daniel Browne , Jonathan Wagstaff , Steve McGuire