8th International Conference on Pervasive Computing Technologies for Healthcare

Research Article

Towards Accurate Non-Intrusive Recollection of Stress Levels Using Mobile Sensing and Contextual Recall

  • @INPROCEEDINGS{10.4108/icst.pervasivehealth.2014.254957,
        author={Tauhidur Rahman and Mi Zhang and Stephen Voida and Tanzeem Choudhury},
        title={Towards Accurate Non-Intrusive Recollection of Stress Levels Using Mobile Sensing and Contextual Recall},
        proceedings={8th International Conference on Pervasive Computing Technologies for Healthcare},
        publisher={ICST},
        proceedings_a={PERVASIVEHEALTH},
        year={2014},
        month={7},
        keywords={mobile sensing contextual recall stress},
        doi={10.4108/icst.pervasivehealth.2014.254957}
    }
    
  • Tauhidur Rahman
    Mi Zhang
    Stephen Voida
    Tanzeem Choudhury
    Year: 2014
    Towards Accurate Non-Intrusive Recollection of Stress Levels Using Mobile Sensing and Contextual Recall
    PERVASIVEHEALTH
    ACM
    DOI: 10.4108/icst.pervasivehealth.2014.254957
Tauhidur Rahman1,*, Mi Zhang1, Stephen Voida2, Tanzeem Choudhury1
  • 1: Information Science, Cornell University, Ithaca, New York, USA
  • 2: Department of Human-Centered Computing, Indiana University at IUPUI
*Contact email: tr266@cornell.edu

Abstract

Existing user input sampling methods used for stress-related psychotherapy are plagued with problems of low recall accuracy and high intrusiveness. In this paper, we propose a contextual recall-based self-report method that uses mobile sensing technology to capture contextual cues including location, activity, and environmental acoustics to aid accurate recollection of stress levels associated with stressful events. We conducted a controlled user study with 36 participants. Our experimental results suggest that contextual recall outperforms recall-based self-report method by increasing the recall accuracy and minimizing intrusiveness to participants at the same time. Moreover, we quantified the contribution of each individual contextual cue in recollecting stress levels. We found that although participants perceived all the contextual cues to be useful, in reality, not all the contextual cues are weighted equally during the recollection process.