Multidimensional directed coherence analysis of keystroke dynamics and physiological responses
Title | Multidimensional directed coherence analysis of keystroke dynamics and physiological responses |
Publication Type | Conference Paper |
Year of Publication | 2015 |
Authors | Bando, S., Nozawa, A., Matsuya, Y. |
Conference Name | 2015 International Conference on Noise and Fluctuations (ICNF) |
Keywords | cognitive load, cognitive resource, cognitive systems, Coherence, Dynamics, Fluctuations, heart rate variability, HRV, human factors, interstroke time, IST, key typing motion dynamics, keystroke dynamics, multidimensional directed coherence, multidimensional directed coherence analysis, Noise, physiological responses, physiology, psychosomatic state, pubcrawl170115, respiration, Stress, techno-stress |
Abstract | Techno-stress has been a problem in recent years with a development of information technology. Various studies have been reported about a relationship between key typing and psychosomatic state. Keystroke dynamics are known as dynamics of a key typing motion. The objective of this paper is to clarify the mechanism between keystroke dynamics and physiological responses. Inter-stroke time (IST) that was the interval between each keystroke was measured as keystroke dynamics. The physiological responses were heart rate variability (HRV) and respiration (Resp). The system consisted of IST, HRV, and Resp was applied multidimensional directed coherence in order to reveal a causal correlation. As a result, it was observed that strength of entrainment of physiological responses having fluctuation to IST differed in surround by the noise and a cognitive load. Specifically, the entrainment became weak as a cognitive resource devoted to IST was relatively increased with the keystroke motion had a robust rhythm. On the other hand, the entrainment became stronger as a cognitive resource devoted to IST was relatively decreased since the resource also devoted to the noise or the cognitive load. |
DOI | 10.1109/ICNF.2015.7288595 |
Citation Key | bando_multidimensional_2015 |
- key typing motion dynamics
- techno-stress
- Stress
- respiration
- pubcrawl170115
- psychosomatic state
- physiology
- physiological responses
- Noise
- multidimensional directed coherence analysis
- multidimensional directed coherence
- keystroke dynamics
- cognitive load
- IST
- interstroke time
- Human Factors
- HRV
- heart rate variability
- Fluctuations
- dynamics
- Coherence
- cognitive systems
- cognitive resource