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Temporal Taylor’s scaling of facial electromyography and electrodermal activity in the course of emotional stimulation

Author

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  • Chołoniewski, Jan
  • Chmiel, Anna
  • Sienkiewicz, Julian
  • Hołyst, Janusz A.
  • Küster, Dennis
  • Kappas, Arvid

Abstract

High frequency psychophysiological data create a challenge for quantitative modeling based on Big Data tools since they reflect the complexity of processes taking place in human body and its responses to external events. Here we present studies of fluctuations in facial electromyography (fEMG) and electrodermal activity (EDA) massive time series and changes of such signals in the course of emotional stimulation. Zygomaticus major (ZYG; “smiling” muscle) activity, corrugator supercilii (COR; “frowning” muscle) activity, and phasic skin conductance (PHSC; sweating) levels of 65 participants were recorded during experiments that involved exposure to emotional stimuli (i.e., IAPS images, reading and writing messages on an artificial online discussion board). Temporal Taylor’s fluctuations scaling were found when signals for various participants and during various types of emotional events were compared. Values of scaling exponents were close to one, suggesting an external origin of system dynamics and/or strong interactions between system’s basic elements (e.g., muscle fibres). Our statistical analysis shows that the scaling exponents enable identification of high valence and arousal levels in ZYG and COR signals.

Suggested Citation

  • Chołoniewski, Jan & Chmiel, Anna & Sienkiewicz, Julian & Hołyst, Janusz A. & Küster, Dennis & Kappas, Arvid, 2016. "Temporal Taylor’s scaling of facial electromyography and electrodermal activity in the course of emotional stimulation," Chaos, Solitons & Fractals, Elsevier, vol. 90(C), pages 91-100.
    • Handle: RePEc:eee:chsofr:v:90:y:2016:i:c:p:91-100
    DOI: 10.1016/j.chaos.2016.04.023
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    References listed on IDEAS

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    1. Zoltan Eisler & Janos Kertesz, 2005. "Scaling theory of temporal correlations and size dependent fluctuations in the traded value of stocks," Papers physics/0510058, arXiv.org, revised May 2006.
    2. Urbanowicz, Krzysztof & Żebrowski, Jan J. & Baranowski, Rafał & Hołyst, Janusz A., 2007. "How random is your heart beat?," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 384(2), pages 439-447.
    3. Anna Chmiel & Julian Sienkiewicz & Mike Thelwall & Georgios Paltoglou & Kevan Buckley & Arvid Kappas & Janusz A Hołyst, 2011. "Collective Emotions Online and Their Influence on Community Life," PLOS ONE, Public Library of Science, vol. 6(7), pages 1-8, July.
    4. Aki-Hiro Sato & Takaki Hayashi & Janusz Hołyst, 2012. "Comprehensive analysis of market conditions in the foreign exchange market," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 7(2), pages 167-179, October.
    5. Chmiel, Anna & Sobkowicz, Pawel & Sienkiewicz, Julian & Paltoglou, Georgios & Buckley, Kevan & Thelwall, Mike & Hołyst, Janusz A., 2011. "Negative emotions boost user activity at BBC forum," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 390(16), pages 2936-2944.
    6. B. T. Grenfell & K. Wilson & B. F. Finkenstädt & T. N. Coulson & S. Murray & S. D. Albon & J. M. Pemberton & T. H. Clutton-Brock & M. J. Crawley, 1998. "Noise and determinism in synchronized sheep dynamics," Nature, Nature, vol. 394(6694), pages 674-677, August.
    7. Sato, Aki-Hiro & Nishimura, Maiko & Hołyst, Janusz A., 2010. "Fluctuation scaling of quotation activities in the foreign exchange market," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 389(14), pages 2793-2804.
    8. Julian Sienkiewicz & Marcin Skowron & Georgios Paltoglou & Janusz A. Hołyst, 2013. "Entropy-Growth-Based Model Of Emotionally Charged Online Dialogues," Advances in Complex Systems (ACS), World Scientific Publishing Co. Pte. Ltd., vol. 16(04n05), pages 1-25.
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