skip to main content
10.1145/1873951.1874143acmconferencesArticle/Chapter ViewAbstractPublication PagesmmConference Proceedingsconference-collections
short-paper

Multi-scale entropy analysis of dominance in social creative activities

Published: 25 October 2010 Publication History

Abstract

Our research focused on ensemble musical performance, an ideal test-bed for the development of models and techniques for measuring creative social interaction in an ecologically valid framework. Starting from expressive behavioral data of a string quartet, this paper addresses the application of Multi-Scale Entropy method to investigate dominance.

References

[1]
A. Camurri. Non-verbal Full Body Emotional and Social Interaction: A Case Study on Multimedia Systems for Active Music Listening. Intelligent Technologies for Interactive Entertainment, pages 9--18.
[2]
W. Chen, J. Zhuang, W. Yu, and Z. Wang. Measuring complexity using FuzzyEn, ApEn, and SampEn. Medical Engineering and Physics, 31(1):61--68, 2009.
[3]
J. Cohen. Statistical power analysis. Current Directions in Psychological Science, pages 98--101, 1992.
[4]
M. Costa, A.L. Goldberger, and C.K. Peng. Multiscale entropy analysis of biological signals. Physical Review E, 71(2):21906, 2005.
[5]
M. Costa, AA Priplata, LA Lipsitz, Z. Wu, NE Huang, AL Goldberger, and C.K. Peng. Noise and poise: Enhancement of postural complexity. EPL (Europhysics Letters), 77:68008, 2007.
[6]
S. Dahl, F. Bevilacqua, R. Bresin, M. Clayton, L. Leante, I. Poggi, and N. Rasamimanana. Gestures in Performance. Musical Gestures: Sound, Movement, and Meaning, page 36, 2009.
[7]
J.W. Davidson. Bodily communication in musical performance. Oxford University Press, USA, 2005.
[8]
Daniel Gatica-Perez. Automatic nonverbal analysis of social interaction in small groups: A review. Image and Vision Computing, 27(12):1775 -- 1787, 2009. Visual and multimodal analysis of human spontaneous behaviour:.
[9]
J.D. Gibbons. Nonparametric statistics: An introduction. Paper series on Quantitative Applications in the Social Sciences. Sage Publications, Inc, NewBury Park, CA, 1993.
[10]
H. Hung, D. Jayagopi, C. Yeo, G. Friedland, S. Ba, J.M. Odobez, K. Ramchandran, N. Mirghafori, and D. Gatica-Perez. Using audio and video features to classify the most dominant person in a group meeting. In Proceedings of the 15th international conference on Multimedia. ACM, 2007.
[11]
S.M. Khan and M. Shah. Detecting group activities using rigidity of formation. Proceedings of the 13th annual ACM international conference on Multimedia, pages 403--406, 2005.
[12]
J. Kim and E. Andr�. Four-Channel Biosignal Analysis and Feature Extraction for Automatic Emotion Recognition. Biomedical Engineering Systems and Technologies, pages 265--277, 2008.
[13]
E.C. King. The roles of student musicians in quartet rehearsals. Psychology of music, 34(2):262, 2006.
[14]
S. Ramdani, B. Seigle, J. Lagarde, F. Bouchara, and P.L. Bernard. On the use of sample entropy to analyze human postural sway data. Medical engineering & physics, 2009.
[15]
J.S. Richman and J.R. Moorman. Physiological time-series analysis using approximate entropy and sample entropy. American Journal of Physiology- Heart and Circulatory Physiology, 278(6):H2039, 2000.
[16]
T. Schreiber and A. Schmitz. Surrogate time series. Physica D: Nonlinear Phenomena, 142(3--4):346--382, 2000.
[17]
S. Shimizu, K. Sugisaki, and H. Ohmori. Recursive Sample-Entropy method and its application for complexity observation of earth current. In Control, Automation and Systems, 2008. ICCAS 2008. International Conference on, pages 1250--1253, 2008.
[18]
G. Varni, G. Volpe, and A. Camurri. A system for real-time multimodal analysis of nonverbal affective social interaction in user centric media. IEEE Transactions on Multimedia, in press.
[19]
G. Varni, G. Volpe, A. Camurri, and P. Coletta. Emotional entrainment in music performance. Proceedings 8th IEEE International Conference on Automatic Face and Gesture Recognition (FG2008), 2008.
[20]
A. Vinciarelli. Capturing order in social interactions {social sciences}. Signal Processing Magazine, IEEE, 26(5):133 --152, September 2009.
[21]
A. Vinciarelli, M. Pantic, and H. Bourlard. Social signal processing: Survey of an emerging domain. Image and Vision Computing, 27(12):1743--1759, 2009.
[22]
Fei-Yue Wang, Kathleen M. Carley, Daniel Zeng, and Wenji Mao. Social computing: From social informatics to social intelligence. IEEE Intelligent Systems, 22:79--83, 2007

Cited By

View all
  • (2022)The Change Matters! Measuring the Effect of Changing the Leader in Joint Music PerformancesIEEE Transactions on Affective Computing10.1109/TAFFC.2019.295136813:2(700-712)Online publication date: 1-Apr-2022
  • (2020)Nonverbal leadership emergence in walking groupsScientific Reports10.1038/s41598-020-75551-210:1Online publication date: 3-Nov-2020
  • (2020)Movement Expressivity Analysis: From Theory to ComputationModelling Human Motion10.1007/978-3-030-46732-6_11(213-233)Online publication date: 10-Jul-2020
  • Show More Cited By

Index Terms

  1. Multi-scale entropy analysis of dominance in social creative activities

    Recommendations

    Comments

    Information & Contributors

    Information

    Published In

    cover image ACM Conferences
    MM '10: Proceedings of the 18th ACM international conference on Multimedia
    October 2010
    1836 pages
    ISBN:9781605589336
    DOI:10.1145/1873951
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

    Sponsors

    Publisher

    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 25 October 2010

    Permissions

    Request permissions for this article.

    Check for updates

    Author Tags

    1. embodied social interaction
    2. multi-scale entropy
    3. music performance

    Qualifiers

    • Short-paper

    Conference

    MM '10
    Sponsor:
    MM '10: ACM Multimedia Conference
    October 25 - 29, 2010
    Firenze, Italy

    Acceptance Rates

    Overall Acceptance Rate 995 of 4,171 submissions, 24%

    Upcoming Conference

    MM '24
    The 32nd ACM International Conference on Multimedia
    October 28 - November 1, 2024
    Melbourne , VIC , Australia

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)4
    • Downloads (Last 6 weeks)0
    Reflects downloads up to 16 Oct 2024

    Other Metrics

    Citations

    Cited By

    View all
    • (2022)The Change Matters! Measuring the Effect of Changing the Leader in Joint Music PerformancesIEEE Transactions on Affective Computing10.1109/TAFFC.2019.295136813:2(700-712)Online publication date: 1-Apr-2022
    • (2020)Nonverbal leadership emergence in walking groupsScientific Reports10.1038/s41598-020-75551-210:1Online publication date: 3-Nov-2020
    • (2020)Movement Expressivity Analysis: From Theory to ComputationModelling Human Motion10.1007/978-3-030-46732-6_11(213-233)Online publication date: 10-Jul-2020
    • (2017)Analysis of Small GroupsSocial Signal Processing10.1017/9781316676202.025(349-367)Online publication date: 13-Jul-2017
    • (2017)Approach and Dominance as Social Signals for Affective InterfacesSocial Signal Processing10.1017/9781316676202.021(287-303)Online publication date: 13-Jul-2017
    • (2014)Rhythm in joint action: psychological and neurophysiological mechanisms for real-time interpersonal coordinationPhilosophical Transactions of the Royal Society B: Biological Sciences10.1098/rstb.2013.0394369:1658(20130394)Online publication date: 19-Dec-2014
    • (2014)Ensemble PerformanceExpressiveness in music performance10.1093/acprof:oso/9780199659647.003.0015(260-282)Online publication date: 18-Sep-2014
    • (2014)Sensorimotor communication in professional quartetsNeuropsychologia10.1016/j.neuropsychologia.2013.11.01255(98-104)Online publication date: Mar-2014
    • (2014)Expressive non-verbal interaction in a string quartet: an analysis through head movementsJournal on Multimodal User Interfaces10.1007/s12193-014-0154-39:1(55-68)Online publication date: 14-May-2014
    • (2013)Time Series Analysis Using Composite Multiscale EntropyEntropy10.3390/e1503106915:3(1069-1084)Online publication date: 18-Mar-2013
    • Show More Cited By

    View Options

    Get Access

    Login options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    Media

    Figures

    Other

    Tables

    Share

    Share

    Share this Publication link

    Share on social media