Profile Matching in Electronic Social Networks Using a Matching Measure for Fuzzy Numerical Attributes and Fields of Interests
- 1 South Westphalia University of Applied Sciences, Hagen, Germany
Abstract
The problem of profile matching in electronic social networks asks to find those offering profiles of actors in the network fitting best to a given search profile. In this article this problem is mathematically formulated as an optimization problem. For this purpose the underlying search space and the objective function are defined precisely. In particular, data structures of search and offering profiles are proposed, as well as a function measuring the matching of the attributes of a search profile with the corresponding attributes of an offering profile. This objective function, given in Equation (29), is composed of the partial matching degrees for numerical attributes, discrete non-numerical attributes, and fields of interests, respectively. For the matching degree of numerical profile attributes a fuzzy value approach is presented, see Equation (22), whereas for the matching degree of fields of interest a new measure function is introduced in Equation (26). The resulting algorithm is illustrated by a concrete example. It not only is applicable to electronic social networks but also could be adapted for resource discovery in grid computation or in matchmaking energy demand and supply in electrical power systems and smart grids, especially to efficiently integrate renewable energy resources.
- Augusto, L.R., de Castro, R.C.F., Franco, L.G., Machado, L.G.P. and Seo, C.E. (2007) Multiple Interest Matchmaking in Personal Business Networks. US Patent US7953673 B2. http://google.com/patents/US7953673
- Gribova, V. and Kachanov, P. (2009) An Approach to Automated User Interest Matching in Online Classified Advertising Systems. In: Huang, D.-S., Jo, K.-H., Lee, H.-H., Kang, H.-J. and Bevilacqua, V., Eds., Emerging Intelligent Computing Technology and Applications, Lecture Notes in Computer Science, Vol. 5754, Springer, Berlin, 665-673. http://dx.doi.org/10.1007/978-3-642-04070-2_72
- Al Rabea, A.I. and Al Fraihat, M.M.A. (2012) A New Matchmaking Algorithm Based on Multi-Level Matching Mechanism Combined with Fuzzy Set. Journal of Software Engineering and Applications, 5, 110-118. http://dx.doi.org/10.4236/jsea.2012.53018
- Barnes, J.A. (1954) Class and Committees in a Norwegian Island Parish. Human Relations, 7, 39-58. http://dx.doi.org/10.1177/001872675400700102
- Easley, D. and Kleinberg, J. (2010) Networks, Crowds, and Markets. Reasoning about a Highly Connected World. Cambridge University Press, Cambridge. http://dx.doi.org/10.1017/CBO9780511761942
- Wasserman, S. and Faust, K. (1994) Social Network Analysis. Cambridge University Press, Cambridge. http://dx.doi.org/10.1017/CBO9780511815478
- Newman, M.E.J. (2010) Networks. An Introduction. Oxford University Press, Oxford.
- Hill, R.A. and Dunbar, R.I.M. (2003) Social Network Size in Humans. Human Nature, 14, 53-72. http://dx.doi.org/10.1007/s12110-003-1016-y
- O’Reilly, T. (2007) What Is Web 2.0: Design Patterns and Business Models for the Next Generation of Software. Communications & Strategies, 1, 17.
- Agarwal, S. and Lamparter, S. (2005) sMart—A Semantic Matchmaking Portal for Electronic Markets. Proceedings of the 7th International IEEE Conference on E-Commerce Technology, Munich, IEEE Computer Society. http://citeseer.ist.psu.edu/agarwal05smart.html
- Berghella, M., Calí, A., Capata, A., Catarci, T., Cerrocchi, P., Masi, P., Oppedisano, M., Trevisani, E. and Vitaletti, A. (2005) SmartDate: User Adaptation in Location-Based Mobile Matchmaking. PSMD 05: Proceedings of the 2005 International Workshop on Plastic Services for Mobile Devices, Rome, 12 September 2005. http://www.dis.uniroma1.it/psmd05/papers/021.pdf
- Cal, A., Calvanese, D., Colucci, S., Di Noia, T. and Donini, F.M. (2004) A Description Logic Based Approach for Matching User Profiles. Proceedings of the 17th International Workshop on Description Logics (DL’04), 104. CEUR Workshop Proceedings. http://sisinflab.poliba.it/publications/2004/CCCDD04