Capturing Interactions in Face-To-Face Social Networks

Francesco Ficarola, Andrea Vitaletti

Abstract

Online social networks, formed by cyber interactions between users, are nowadays explored in a number of papers. In this work, we present our experimental activity on Face-To-Face (F2F) social networks tracing physical interactions of humans in real-world scenarios. We briefly present the technologies to observe F2F social networks focusing on the SocioPatterns platform that we have employed in our real-world experiments. Motivated by the requirements of heterogeneous applications, we discuss how to tune the SocioPatterns collection protocol parameters in order to better capture fast interactions between users; carried out experiments confirm the effectiveness of such tuning.

References

  1. (2014). The SOCIOMAC patent. https://www.google.com/ patents/US8660490.
  2. Adomavicius, G. and Tuzhilin, A. (2005). Toward the next generation of recommender systems: a survey of the state-of-the-art and possible extensions. Knowledge and Data Engineering, IEEE Transactions on, 17(6):734-749.
  3. Avin, C., Kouck È, M., and Lotker, Z. (2008). How to explore a fast-changing world (cover time of a simple random walk on evolving graphs). In Automata, Languages and Programming, pages 121-132. Springer.
  4. Barrat, A., Cattuto, C., Colizza, V., Gesualdo, F., Isella, L., Pandolfi, E., Pinton, J.-F., Rav, L., Rizzo, C., Romano, M., Stehl, J., Tozzi, A., and Broeck, W. (2013). Empirical temporal networks of face-to-face human interactions. The European Physical Journal Special Topics, 222(6):1295-1309.
  5. Barrat, A., Cattuto, C., Colizza, V., Pinton, J.-F., den Broeck, W. V., and Vespignani, A. (2008). High resolution dynamical mapping of social interactions with active rfid. CoRR, abs/0811.4170.
  6. Barrat, A., Cattuto, C., Szomszor, M., den Broeck, W. V., and Alani, H. (2010). Social dynamics in conferences: Analysis of data from the live social semantics application. In Proceedings of the 9th International Semantic Web Conference (ISWC 2010).
  7. Becchetti, L., Bergamini, L., Ficarola, F., and Vitaletti, A. (2012). Population protocols on real social networks. In Proceedings of the 9th ACM Symposium on Performance Evaluation of Wireless Ad Hoc, Sensor, and Ubiquitous Networks, PE-WASUN 7812, pages 17-24, New York, NY, USA. ACM.
  8. Bindel, D., Kleinberg, J., and Oren, S. (2011). How bad is forming your own opinion? In Proceedings of the 2011 IEEE 52Nd Annual Symposium on Foundations of Computer Science, FOCS 7811, pages 57-66, Washington, DC, USA. IEEE Computer Society.
  9. Cattuto, C., Van den Broeck, W., Barrat, A., Colizza, V., Pinton, J.-F., and Vespignani, A. (2010). Dynamics of person-to-person interactions from distributed rfid sensor networks. PLoS ONE, 5(7):e11596.
  10. Chin, A., Xu, B., Wang, H., and Wang, X. (2012). Linking people through physical proximity in a conference. In Proceedings of the 3rd international workshop on Modeling social media, MSM 7812, pages 13- 20. ACM.
  11. Conti, M., Giordano, S., May, M., and Passarella, A. (2010). From opportunistic networks to opportunistic computing. Communications Magazine, IEEE, 48(9):126- 139.
  12. DeGroot, M. H. (1974). Reaching a consensus. Journal of the American Statistical Association, 69(345):118- 121.
  13. Demirkol, I., Ersoy, C., and Alagoz, F. (2006). Mac protocols for wireless sensor networks: a survey. Communications Magazine, IEEE, 44(4):115-121.
  14. der Broeck, W. V., Cattuto, C., Barrat, A., Szomszor, M., Correndo, G., and Alani, H. (2010). The live social semantics application: a platform for integrating face-to-face presence with on-line social networking. In First International Workshop on Communication, Collaboration and Social Networking in Pervasive Computing Environments (PerCol 2010).
  15. Erds, P. and Rnyi, A. (1960). On the evolution of random graphs. In Publication of the Mathematical Institute of the Hungarian Academy of Sciences, pages 17-61.
  16. Friedkin, N. and Johnsen, E. (1990). Social-influence and opinions. Journal of Mathematical Sociology, 15(3- 4):193-205.
  17. Hui, P., Chaintreau, A., Scott, J., Gass, R., Crowcroft, J., and Diot, C. (2005). Pocket switched networks and the consequences of human mobility in conference environments. In Proceedings of ACM SIGCOMM first workshop on delay tolerant networking and related topics.
  18. Isella, L., Romano, M., Barrat, A., Cattuto, C., Colizza, V., Van den Broeck, W., Gesualdo, F., Pandolfi, E., Ravá, L., Rizzo, C., and Tozzi, A. E. (2011). Close encounters in a pediatric ward: Measuring face-to-face proximity and mixing patterns with wearable sensors. PLoS ONE, 6(2):e17144.
  19. Jayagopi, D. B., Kim, T., Pentland, A. S., and Gatica-Perez, D. (2010). Recognizing conversational context in group interaction using privacy-sensitive mobile sensors. In Proceedings of the 9th International Conference on Mobile and Ubiquitous Multimedia, MUM 7810, pages 8:1-8:4, New York, NY, USA. ACM.
  20. Lorenz, J., Rauhut, H., Schweitzer, F., and Helbing, D. (2011). How social influence can undermine the wisdom of crowd effect. Proceedings of the National Academy of Sciences, 108(22):9020-9025.
  21. Stehlé, J., Voirin, N., Barrat, A., Cattuto, C., Isella, L., Pinton, J.-F., Quaggiotto, M., Van den Broeck, W., Regis, C., Lina, B., and Vanhems, P. (2011). High-resolution measurements of face-to-face contact patterns in a primary school. PLoS ONE, 6(8):e23176.
  22. Surowiecki, J. (2004). The Wisdom of Crowds. Anchor Books.
  23. Taneja, S. and Kush, A. (2010). A survey of routing protocols in mobile ad hoc networks. International Journal of Innovation, Management and Technology, 1(3):2010-0248.
  24. Vanhems, P., Barrat, A., Cattuto, C., Pinton, J.-F., Khanafer, N., Rgis, C., Kim, B.-a., Comte, B., and Voirin, N. (2013). Estimating potential infection transmission routes in hospital wards using wearable proximity sensors. PLoS ONE, 8(9):e73970.
  25. Walter, F., Battiston, S., and Schweitzer, F. (2008). A model of a trust-based recommendation system on a social network. Autonomous Agents and Multi-Agent Systems, 16(1):57-74.
  26. Wu, H. and Pan, Y. (2008). Medium Access Control in Wireless Networks. Nova Science Publishers.
  27. Yu, H., Shen, Z., Miao, C., Leung, C., and Niyato, D. (2010). A survey of trust and reputation management systems in wireless communications. Proceedings of the IEEE, 98(10):1755-1772.
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Paper Citation


in Harvard Style

Ficarola F. and Vitaletti A. (2015). Capturing Interactions in Face-To-Face Social Networks . In Proceedings of the 11th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST, ISBN 978-989-758-106-9, pages 613-620. DOI: 10.5220/0005432206130620


in Bibtex Style

@conference{webist15,
author={Francesco Ficarola and Andrea Vitaletti},
title={Capturing Interactions in Face-To-Face Social Networks},
booktitle={Proceedings of the 11th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST,},
year={2015},
pages={613-620},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005432206130620},
isbn={978-989-758-106-9},
}


in EndNote Style

TY - CONF
JO - Proceedings of the 11th International Conference on Web Information Systems and Technologies - Volume 1: WEBIST,
TI - Capturing Interactions in Face-To-Face Social Networks
SN - 978-989-758-106-9
AU - Ficarola F.
AU - Vitaletti A.
PY - 2015
SP - 613
EP - 620
DO - 10.5220/0005432206130620