Abstract
Exploiting social links is an important issue for enhancing ubiquitous knowledge engineering because they are a substitute for a wide range of properties depending on which relation spans the link: in case of human face-to-face contacts, similar locations or potential knowledge transfer for the people in contact can be derived. This information can be used to improve the quality of ubiquitous services as localization or recommendation systems. We capture this information by deploying active RFID setups at a variety of contexts. In this chapter, we focus especially on working groups and conferences and discuss and evaluate the achieved improvements using the gathered data.
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References
Adamic, L.A., Adar, E.: Friends and neighbors on the web. Soc. Network 25(3), 211–230 (2003)
Alani, H., Szomszor, M., Cattuto, C., den Broeck, W.V., Correndo, G., Barrat, A.: Live social semantics. In: International Semantic Web Conference (2009)
Atzmueller, M., Becker, M., Doerfel, S., Kibanov, M., Hotho, A., Macek, B.E., Mitzlaff, F., Mueller, J., Scholz, C., Stumme, G.: Ubicon: Observing social and physical activities. In: Proc. 4th IEEE Intl. Conf. on Cyber, Physical and Social Computing (CPSCom 2012) (2012)
Atzmueller, M., Benz, D., Doerfel, S., Hotho, A., Jäschke, R., Macek, B.E., Mitzlaff, F., Scholz, C., Stumme, G.: Enhancing social interactions at conferences. Inform. Tech. 53(3), 101–107 (2011). DOI 10.1524/itit.2011.0631
Atzmueller, M., Doerfel, S., Hotho, A., Mitzlaff, F., Stumme, G.: Face-to-face contacts at a conference: dynamics of communities and roles. In: Modeling and Mining Ubiquitous Social Media, LNAI, vol. 7472 (2012)
Barabasi, A.L.: Linked the New Science of Networks. Perseus Publishing, Cambridge (2002)
Barrat, A., Cattuto, C., Colizza, V., Pinton, J.F., den Broeck, W.V., Vespignani, A.: High resolution dynamical mapping of social interactions with active RFID. CoRR abs/0811.4170 (2008)
Barrat, A., Cattuto, C., Szomszor, M., den Broeck, W.V., Alani, H.: Social dynamics in conferences: Analyses of data from the live social semantics application. In: The Semantic Web - ISWC 2010, Lecture Notes in Computer Science, vol. 6497, pp. 17–33. Springer, Berlin Heidelberg (2010)
Brin, S., Page, L.: The anatomy of a large-scale hypertextual web search engine. Comput. Network 30(1–7), 107–117 (1998)
Cattuto, C., Van den Broeck, W., Barrat, A., Colizza, V., Pinton, J.F., Vespignani, A.: Dynamics of person-to-person interactions from distributed RFID sensor networks. PLoS ONE 5(7), e11,596 (2010). DOI 10.1371/journal.pone.0011596
Dom, B., Eiron, I., Cozzi, A., Zhang, Y.: Graph-based ranking algorithms for e-mail expertise analysis. DMKD ’03, pp. 42–48. ACM, New York (2003)
Girba, T., Kuhn, A., Seeberger, M., Ducasse, S.: How developers drive software evolution. InL Intl. Workshop on Principles of Software Evolution, vol. 0, pp. 113–122 (2005). DOI 10.1109/IWPSE.2005.21
Hanley, J.A., McNeil, B.J.: The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143(1), 29–36 (1982)
Hightower, J., Vakili, C., Borriello, G., Want, R.: Design and calibration of the SpotON Ad-Hoc location sensing system. Tech. rep. (2001)
Hindle, A., German, D.M., Holt, R.: What do large commits tell us? a taxonomical study of large commits. MSR ’08. ACM, New York (2008)
Isella, L., Romano, M., Barrat, A., Cattuto, C., Colizza, V., Van den Broeck, W., Gesualdo, F., Pandolfi, E., Ravà , L., Rizzo, C., Tozzi, A.: Close encounters in a pediatric ward: measuring face-to-face proximity and mixing patterns with wearable sensors. CoRR 1104.2515 (2011)
Isella, L., Stehlé, J., Barrat, A., Cattuto, C., Pinton, J.F., den Broeck, W.V.: What’s in a crowd? Analysis of face-to-face behavioral networks. CoRR 1006.1260 (2010)
Katz, L.: A new status index derived from sociometric analysis. Psychometrika 18(1), 39–43 (1953). DOI 10.1007/BF02289026
Lappas, T., Liu, K., Terzi, E.: Finding a team of experts in social networks. KDD ’09. ACM, New York (2009)
Leskovec, J., Lang, K.J., Mahoney, M.W.: Empirical comparison of algorithms for network community detection. In: Proceedings of the 19th International Conference on World Wide Web (WWW’10), pp. 631–640. ACM, New York (2010)
Liben-Nowell, D., Kleinberg, J.: The link prediction problem for social networks. In: Proceedings of the Twelfth International Conference on Information and Knowledge Management, CIKM ’03, pp. 556–559. ACM, New York (2003). DOI 10.1145/956863.956972
Lü, L., Zhou, T.: Role of weak ties in link prediction of complex networks. In: Proceedings of the 1st ACM International Workshop on Complex Networks Meet Information & Knowledge Management (CNIKM ’09), pp. 55–58. ACM, New York (2009). DOI 10.1145/1651274.1651285
Macek, B.E., Atzmueller, M., Stumme, G.: Profile mining in CVS-logs and face-to-face contacts for recommending software developers. In: SocialCom/PASSAT, pp. 250–257. IEEE (2011)
Macek, B.E., Scholz, C., Atzmueller, M., Stumme, G.: Anatomy of a conference. In: Proc. 23rd ACM Conference on Hypertext and Social Media, pp. 245–254. ACM, New York (2012)
Mcdonald, D., Ackermann, M.: Just talk to me: a field study of expertise location. In: Proceedings of the 1998 ACM Conference on Computer Supported Cooperative Work (CSCW’98), pp. 315–324. ACM, New York (1998)
Meriac, M., Fiedler, A., Hohendorf, A., Reinhardt, J., Starostik, M., Mohnke, J.: Localization techniques for a mobile museum information system. In: Proceedings of WCI (2007)
Minto, S., Murphy, G.C.: Recommending emergent teams. In: MSR ’07, pp. 5. IEEE Computer Society, Washington, DC (2007). http://dx.doi.org/10.1109/MSR.2007.27
Murata, T., Moriyasu, S.: Link prediction of social networks based on weighted proximity measures. In: IEEE/WIC/ACM International Conference on Web Intelligence (WI 2007), pp. 85–88. IEEE Computer Society, Los Alamitos (2007)
Ni, L.M., Liu, Y., Lau, Y.C., Patil, A.P.: LANDMARK: Indoor location sensing using active RFID. Wireless Network 10(6), 701–710 (2004)
Niculescu, D., Badrinath, B.R.: Ad hoc positioning system (APS) using AOA. In: INFOCOM (2003)
Priyantha, N.B., Chakraborty, A., Balakrishnan, H.: The cricket location-support system. In: MOBICOM, pp. 32–43 (2000)
Rappaport, T.: Wireless Communications: Principles and Practice, 2nd edn. Prentice Hall PTR, Upper Saddle River (2001)
Scholz, C., Atzmueller, M., Stumme, G.: On the predictability of human contacts: Influence factors and the strength of stronger ties. In: International Conference on Social Computing (SocialCom) (2012), pp. 312–321
Scholz, C., Doerfel, S., Atzmueller, M., Hotho, A., Stumme, G.: Resource-aware on-line RFID localization using proximity data. In: ECML/PKDD 2011 (2011)
Stehlé, J., Voirin, N., Barrat, A., Cattuto, C., Isella, L., Pinton, J.F., Quaggiotto, M., den Broeck, W.V., Régis, C., Lina, B., Vanhems, P.: High-resolution measurements of face-to-face contact patterns in a primary school. PLoS ONE 6(8), e23176 (2011)
Szomszor, M., Cattuto, C., den Broeck, W.V., Barrat, A., Alani, H.: Semantics, sensors, and the social web: The live social semantics experiments. In: ESWC (2), pp. 196–210 (2010)
Wang, D., Pedreschi, D., Song, C., Giannotti, F., Barabasi, A.L.: Human mobility, social ties, and link prediction. In: Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD ’11, pp. 1100–1108. ACM, New York (2011). DOI 10.1145/2020408.2020581
Zenk, L., Stadtfeld, C.: Dynamic organizations. How to measure evolution and change in organizations by analyzing e-mail communication networks. Procedia Soc. Behav. Sci. 4, 14–25 (2010)
Zhou, T., Lü, L., Zhang, Y.C.: Predicting missing links via local information. Eur. Phys. J. B 71(4), 623–630 (2009). DOI 10.1140/epjb/e2009-00335-8
Zuo, X., Chin, A., Fan, X., Xu, B., Hong, D., Wang, Y., Wang, X.: Connecting people at a conference: A study of influence between offline and online using a mobile social application. In: GreenCom, pp. 277–284 (2012)
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Scholz, C., Macek, BE., Atzmueller, M., Doerfel, S., Stumme, G. (2014). Mining Social Links for Ubiquitous Knowledge Engineering. In: David, K., et al. Socio-technical Design of Ubiquitous Computing Systems. Springer, Cham. https://doi.org/10.1007/978-3-319-05044-7_7
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