Multiagent social influence detection based on facial emotion recognition

Pankaj Mishra, Rafik Hadfi, Takayuki Ito

Research output: Chapter in Book/Report/Conference proceedingConference PaperResearchpeer-review

1 Citation (Scopus)

Abstract

There has been an increasing interest in information diffusion within social networks and the usage of multiagent systems for knowledge discovery. In this paper, we build a multiagent system that can track the social correlations within a group of people based on video data. Our information diffusion system targets small groups of people, possibly composed of office workers, meeting attendees, etc. Adopting a multiagent architecture to study the influential correlations in a social network is an adequate choice since it maintains the scalability and robustness of the system. The correlation amongst the nodes of the social network is built on the basis of facial emotions. We evaluated the method in a social network with scripted discussions. Our results show that the emotion propagation was effectively reflected in the predicted social influence correlation.

Original languageEnglish
Title of host publicationHighlights of Practical Applications of Scalable Multi-Agent Systems
Subtitle of host publicationThe PAAMS Collection - International Workshops of PAAMS 2016, Proceedings
EditorsJavier Bajo, Maria Jose Escalona, Sylvain Giroux, Patrycja Hoffa-Dabrowska, Vicente Julian, Paulo Novais, Nayat Sanchez-Pi, Rainer Unland, Ricardo Azambuja-Silveira
Place of PublicationSwitzerland
PublisherSpringer
Pages148-160
Number of pages13
ISBN (Electronic)9783319393872
ISBN (Print)9783319393865
DOIs
Publication statusPublished - 1 Jan 2016
Externally publishedYes
EventInternational Workshops of PAAMS 2016: Workshop on MAS for Complex Networks and Social Computation (CNSC) - Sevilla, Spain
Duration: 1 Jun 20163 Jun 2016
Conference number: 14th
https://link-springer-com.ezproxy.lib.monash.edu.au/content/pdf/10.1007%2F978-3-319-39387-2.pdf (Springer Proceedings)

Publication series

NameCommunications in Computer and Information Science
Volume616
ISSN (Print)1865-0929

Workshop

WorkshopInternational Workshops of PAAMS 2016
Abbreviated titlePAAMS 2016
CountrySpain
CitySevilla
Period1/06/163/06/16
OtherPAAMS, the International Conference on Practical Applications of Agents and Multi-Agent Systems
Internet address

Keywords

  • Emotion diffusion
  • Facial feature extraction
  • Knowledge discovery
  • Multiagent system
  • Social correlation
  • Social network

Cite this

Mishra, P., Hadfi, R., & Ito, T. (2016). Multiagent social influence detection based on facial emotion recognition. In J. Bajo, M. Jose Escalona, S. Giroux, P. Hoffa-Dabrowska, V. Julian, P. Novais, N. Sanchez-Pi, R. Unland, & R. Azambuja-Silveira (Eds.), Highlights of Practical Applications of Scalable Multi-Agent Systems: The PAAMS Collection - International Workshops of PAAMS 2016, Proceedings (pp. 148-160). (Communications in Computer and Information Science; Vol. 616). Springer. https://doi.org/10.1007/978-3-319-39387-2_13