Abstract
We present a logic-based framework for automated skill matching, able to return a ranked referral list and the related ranking explanation. Thanks to a Knowledge Compilation approach, a knowledge base in Description Logics is translated into a relational database, without loss of information. Skill matching inference services are then efficiently executed via SQL queries. Experimental results for scalability and turnaround times on large scale data sets are reported, confirming the validity of the approach.
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References
Baader, F., Calvanese, D., Mc Guinness, D., Nardi, D., Patel-Schneider, P. (eds.): The Description Logic Handbook, 2nd edn. Cambridge University Press (2007)
Cadoli, M., Donini, F.M.: A survey on knowledge compilation. AI Commun. 10(3-4), 137–150 (1997)
Chomicki, J.: Querying with Intrinsic Preferences. In: Jensen, C.S., Jeffery, K., Pokorný, J., Šaltenis, S., Bertino, E., Böhm, K., Jarke, M. (eds.) EDBT 2002. LNCS, vol. 2287, pp. 34–51. Springer, Heidelberg (2002)
Chong, E.I., Das, S., Eadon, G., Srinivasan, J.: An Efficient SQL-based RDF Querying Scheme. In: Proc. of VLDB 2005, pp. 1216–1227. VLDB Endowment (2005)
Colucci, S., Di Noia, T., Di Sciascio, E., Donini, F.M., Mongiello, M.: Concept Abduction and Contraction for Semantic-based Discovery of Matches and Negotiation Spaces in an E-Marketplace. In: Proceedings of the 6th Int. Conf. on Electronic Commerce, ICEC 2004, pp. 41–50 (2004)
Colucci, S., Di Noia, T., Di Sciascio, E., Donini, F.M., Piscitelli, G., Coppi, S.: Knowledge Based Approach to Semantic Composition of Teams in an Organization. In: Proceedings of the 20th Annual ACM (SIGAPP) Symposium on Applied Computing, SAC 2005, pp. 1314–1319. ACM (2005)
Colucci, S., Tinelli, E., Di Sciascio, E., Donini, F.M.: Automating competence management through non-standard reasoning. Engineering Applications of Artificial Intelligence 24(8), 1368–1384 (2011)
Di Noia, T., Di Sciascio, E., Donini, F.M.: Extending Semantic-Based Matchmaking via Concept Abduction and Contraction. In: Motta, E., Shadbolt, N.R., Stutt, A., Gibbins, N. (eds.) EKAW 2004. LNCS (LNAI), vol. 3257, pp. 307–320. Springer, Heidelberg (2004)
Dolby, J., Fokoue, A., Kalyanpur, A., Kershenbaum, A., Schonberg, E., Srinivas, K., Ma, L.: Scalable semantic retrieval through summarization and refinement. In: Proc. of AAAI 2007 (2007)
Kießling, W.: Foundations of Preferences in Database Systems. In: Proc. of VLDB 2002, pp. 311–322. Morgan Kaufmann, Los Altos (2002)
Kiryakov, A., Ognyanov, D., Manov, D.: OWLIM – A Pragmatic Semantic Repository for OWL. In: Dean, M., Guo, Y., Jun, W., Kaschek, R., Krishnaswamy, S., Pan, Z., Sheng, Q.Z. (eds.) WISE 2005 Workshops. LNCS, vol. 3807, pp. 182–192. Springer, Heidelberg (2005)
Bosc, P., Pivert, O.: SQLf: a relational database language for fuzzy querying. IEEE Transactions on Fuzzy Systems 3(1), 1–17 (1995)
Tinelli, E., Cascone, A., Ruta, M., Di Noia, T., Di Sciascio, E., Donini, F.M.: I.M.P.A.K.T.: An Innovative Semantic-based Skill Management System Exploiting Standard SQL. In: Proc. of ICEIS 2009, pp. 224–229 (2009)
Tinelli, E., Colucci, S., Di Sciascio, E., Donini, F.M.: Knowledge compilation for automated team composition exploiting standard SQL. In: Proc. of ACM SAC 2012, pp. 1680–1685 (2012)
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Tinelli, E., Colucci, S., Giannini, S., Di Sciascio, E., Donini, F.M. (2012). Large Scale Skill Matching through Knowledge Compilation. In: Chen, L., Felfernig, A., Liu, J., Raś, Z.W. (eds) Foundations of Intelligent Systems. ISMIS 2012. Lecture Notes in Computer Science(), vol 7661. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-34624-8_23
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DOI: https://doi.org/10.1007/978-3-642-34624-8_23
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