Unobtrusive Stress Assessment Using Smartphones
نویسندگان
چکیده
Stress assessment is a complex issue and numerous studies have examined factors that influence stress in working environments. Research shown monitoring individuals' behaviour parameters during daily life can also help assess levels. In this study, we examine of work-related using features derived from sensors smartphones. particular, use information physical activity levels, location, social-interactions, social-activity, application usage days. Our study included 30 employees chosen two different private companies, monitored over period 8 weeks real work The findings suggest phone shows important correlation with perceived level. Second, used machine learning methods to classify levels based on the analysis provided by We decision trees obtaining 67.57 percent accuracy 71.73 after applying semi-supervised method. results show be unobtrusive manner, through smartphone data.
منابع مشابه
ITSME: Multi-modal and Unobtrusive Behavioural User Authentication for Smartphones
In this paper, we propose a new multi-modal behavioural biometric that uses features collected while the user slide-unlocks the smartphone to answer a call. In particular, we use the slide swipe, the arm movement in bringing the phone close to the ear and voice recognition to implement our behaviour biometric. We implemented the method on a real phone and we present a controlled user study amon...
متن کاملAccurate Ambient Noise Assessment Using Smartphones
Nowadays, smartphones have become ubiquitous and one of the main communication resources for human beings. Their widespread adoption was due to the huge technological progress and to the development of multiple useful applications. Their characteristics have also experienced a substantial improvement as they now integrate multiple sensors able to convert the smartphone into a flexible and multi...
متن کاملAssessment of Mental, Emotional and Physical Stress through Analysis of Physiological Signals Using Smartphones
Determining the stress level of a subject in real time could be of special interest in certain professional activities to allow the monitoring of soldiers, pilots, emergency personnel and other professionals responsible for human lives. Assessment of current mental fitness for executing a task at hand might avoid unnecessary risks. To obtain this knowledge, two physiological measurements were r...
متن کاملUnobtrusive sensing for gait rehabilitation assessment
The physiotherapy exercises for gait rehabilitation are performed by the patient under physiotherapist assistance. During successive physiotherapy sessions the patient motor capabilities is evaluated by the physiotherapist without the usage of instruments and a set of reports are fill manually in order to store the rehabilitation progress based on observed facts. To perform an objective evaluat...
متن کاملmyStress: Unobtrusive Smartphone-Based Stress Detection
Life is becoming increasingly stressful in many aspects, e.g., due to technology-induced stress and stress in organizational context. The assessment of stress experienced by individuals enables stress management and prevention with the long-term aim to avoid psychological and physiological harm from excessive stress. Commonly this assessment is performed through questionnaires on perceived stre...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Transactions on Mobile Computing
سال: 2021
ISSN: ['2161-9875', '1536-1233', '1558-0660']
DOI: https://doi.org/10.1109/tmc.2020.2974834