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dc.contributor.authorGonçalves, Filipe Manuelpor
dc.contributor.authorCarneiro, Davide Ruapor
dc.contributor.authorPêgo, José M.por
dc.contributor.authorNovais, Paulopor
dc.identifier.citationGonçalves, F., Carneiro, D., Pêgo, J., & Novais, P. (2018). X3S: A Multi-modal Approach to Monitor and Assess Stress through Human-computer Interaction. Computer Science and Information Systems, 15(3), 683-703por
dc.description.abstractStress evaluation is nowadays gaining an increasing importance in a time in which inter-individual competition continuously pushes us to be better. Indeed, in the workplace, in the academia or in many other contexts there is increasing pressure for better performance, which pushes us forward but also wears us out. This phenomenon has been studied from many different angles, including psychology, medicine or occupational dynamics. In a medical or biological context, stress is a physical, mental, or emotional factor that causes bodily or mental tension, which can cause or influence the course of many medical conditions including psychological conditions such as depression and anxiety. In these cases, individuals are under an increasing demand for performance, driving them to be under constant pressure, and consequently to present variations in their levels of stress. To mitigate this condition, this paper proposes to add a new dimension in human–computer interaction through the development of a distributed multi-modal framework approach entitled X3S, which aims to monitor and assess the psychological stress of computer users during high-end tasks, in a non-intrusive and non-invasive way, through the access of soft sensors activity (e.g. task performance and human behaviour). This approach presents as its main innovative key the capacity to validate each stress model trained for each individual through the analysis of cortisol and stress assessment survey data. Overall, this paper discusses how groups of medical students can be monitored through their interactions with the computer. Its main aim is to provide a stress marker that can be effectively used in large numbers of users and without inconveniencepor
dc.description.sponsorshipThis work is part-funded by ERDF–European Regional Development Fund and by National Funds through the FCT–Portuguese Foundation for Science and Technology within project NORTE-01-0247-FEDER-017832. FCT grant with the reference ICVS-BI-2016-005por
dc.publisherComSIS Consortiumpor
dc.subjectHuman-computer Interactionpor
dc.subjectBehavioural & Performance Patternspor
dc.subjectMachine Learningpor
dc.subjectStress Monitoring & Assessmentpor
dc.subjectBehavioural & performance patternspor
dc.subjectStress monitoring & assessmentpor
dc.titleX3S: A multi-modal approach to monitor and assess stress through human-computer interactionpor
dc.subject.fosCiências Médicas::Medicina Básicapor
dc.subject.fosCiências Naturais::Ciências da Computação e da Informaçãopor
dc.subject.wosScience & Technologypor
sdum.journalComputer Science and Information Systemspor
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