Literature DB >> 29131372

Reading Emotion From Mouse Cursor Motions: Affective Computing Approach.

Takashi Yamauchi1, Kunchen Xiao1.   

Abstract

Affective computing research has advanced emotion recognition systems using facial expressions, voices, gaits, and physiological signals, yet these methods are often impractical. This study integrates mouse cursor motion analysis into affective computing and investigates the idea that movements of the computer cursor can provide information about emotion of the computer user. We extracted 16-26 trajectory features during a choice-reaching task and examined the link between emotion and cursor motions. Participants were induced for positive or negative emotions by music, film clips, or emotional pictures, and they indicated their emotions with questionnaires. Our 10-fold cross-validation analysis shows that statistical models formed from "known" participants (training data) could predict nearly 10%-20% of the variance of positive affect and attentiveness ratings of "unknown" participants, suggesting that cursor movement patterns such as the area under curve and direction change help infer emotions of computer users.
Copyright © 2017 Cognitive Science Society, Inc.

Entities:  

Keywords:  Affective computing; Choice reaching trajectory; Emotion and motor control; Mouse cursor motion analysis

Mesh:

Year:  2017        PMID: 29131372     DOI: 10.1111/cogs.12557

Source DB:  PubMed          Journal:  Cogn Sci        ISSN: 0364-0213


  5 in total

1.  Augmented Go/No-Go Task: Mouse Cursor Motion Measures Improve ADHD Symptom Assessment in Healthy College Students.

Authors:  Anton Leontyev; Stanley Sun; Mary Wolfe; Takashi Yamauchi
Journal:  Front Psychol       Date:  2018-04-11

2.  Mouse movement measures enhance the stop-signal task in adult ADHD assessment.

Authors:  Anton Leontyev; Takashi Yamauchi
Journal:  PLoS One       Date:  2019-11-26       Impact factor: 3.240

3.  Computer Mouse Movements as an Indicator of Work Stress: Longitudinal Observational Field Study.

Authors:  Nicolas Banholzer; Stefan Feuerriegel; Elgar Fleisch; Georg Friedrich Bauer; Tobias Kowatsch
Journal:  J Med Internet Res       Date:  2021-04-02       Impact factor: 5.428

4.  Tracking stress via the computer mouse? Promises and challenges of a potential behavioral stress marker.

Authors:  Paul Freihaut; Anja S Göritz; Christoph Rockstroh; Johannes Blum
Journal:  Behav Res Methods       Date:  2021-04-05

5.  Mindfulness-based programme for residents: study protocol of a randomised controlled trial.

Authors:  Vanessa Marie-Jane Aeschbach; Johannes Caspar Fendel; Anja Simone Göritz; Stefan Schmidt
Journal:  BMJ Open       Date:  2020-03-19       Impact factor: 2.692

  5 in total

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