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2014 | OriginalPaper | Buchkapitel

A Knowledge Management Strategy to Identify an Expert in Enterprise

verfasst von : Matteo Gaeta, Rossella Piscopo, Luigi Rarità, Luigi Trevisant, Daniele Novi

Erschienen in: Smart Organizations and Smart Artifacts

Verlag: Springer International Publishing

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Abstract

The aim of this paper is to define a strategy to identify, manage and take advantage of competences in the enterprise via figures of opportune experts, with consequent advantages for workers and users in terms of problem solving. In such a context, industrial aspects, such as resources localization, research time and accessibility to the organizational hierarchy and the work load, are also considered. This allows to distinguish three different phases in finding the experts: Initialization, in which a score is assigned to workers on the base of competence levels; Propagation, where the search accuracy is improved using trust and closeness measures; Localization, where updates of scores are made in terms of social and geographical positions of users/enterprises and experts. The three phases allows to identify inside an enterprise the expert, who has the best competence and is close to the resource, that is in the shortest delay possible.

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Literatur
1.
Zurück zum Zitat Balog, K., Azzopardi, L., de Rijke, M.: Formal models for expert finding in enterprise corpora. In: Proceedings of ACM SIGIR, pp. 43–50 (2006) Balog, K., Azzopardi, L., de Rijke, M.: Formal models for expert finding in enterprise corpora. In: Proceedings of ACM SIGIR, pp. 43–50 (2006)
2.
Zurück zum Zitat Bailey, P., Craswell, N., de Vries, A.P., Soboroff, I.: Overview of the TREC 2007 enterprise track. In: The Sixteenth Text REtrieval Conference Proceeding (2008) Bailey, P., Craswell, N., de Vries, A.P., Soboroff, I.: Overview of the TREC 2007 enterprise track. In: The Sixteenth Text REtrieval Conference Proceeding (2008)
3.
Zurück zum Zitat Craswell, N., de Vries, A.P., Soboroff, I.: Overview of the TREC-2005 enterprise track. In: The Fourteenth Text Retrieval Conference Proceedings (2006) Craswell, N., de Vries, A.P., Soboroff, I.: Overview of the TREC-2005 enterprise track. In: The Fourteenth Text Retrieval Conference Proceedings (2006)
4.
Zurück zum Zitat Foggia, P., Percannella, G., Vento, M.: Graph matching and learning in pattern recognition in the last ten years. Int. J. Pattern Recognit. Artif. Intell. (In Press) (2013). doi: 10.1142/S0218001414500013 Foggia, P., Percannella, G., Vento, M.: Graph matching and learning in pattern recognition in the last ten years. Int. J. Pattern Recognit. Artif. Intell. (In Press) (2013). doi: 10.​1142/​S021800141450001​3
5.
Zurück zum Zitat Soboroff, I., de Vries, A., Crawell, N.: Overview of the TREC 2006 enterprise track. In: The Fifteenth Text REtrieval Conference Proceedings (2007) Soboroff, I., de Vries, A., Crawell, N.: Overview of the TREC 2006 enterprise track. In: The Fifteenth Text REtrieval Conference Proceedings (2007)
6.
Zurück zum Zitat Ackerman, M., Wulf, V., Pipek, V.: Sharing Expertise: Beyond Knowledge Management. MIT Press, Cambridge (2002) Ackerman, M., Wulf, V., Pipek, V.: Sharing Expertise: Beyond Knowledge Management. MIT Press, Cambridge (2002)
7.
Zurück zum Zitat McDonald, D.D., Ackerman,M.: Just talk to me: a field study of expertise location. In: CSCW 1998, pp. 315–324 (1998) McDonald, D.D., Ackerman,M.: Just talk to me: a field study of expertise location. In: CSCW 1998, pp. 315–324 (1998)
8.
Zurück zum Zitat Loia, V., De Maio, C., Fenza, G., Orciuoli, F., Senatore, S.: An enhanced approach to improve enterprise competency management, In: 2010 IEEE World Congress on Computational Intelligence, WCCI (2010) Loia, V., De Maio, C., Fenza, G., Orciuoli, F., Senatore, S.: An enhanced approach to improve enterprise competency management, In: 2010 IEEE World Congress on Computational Intelligence, WCCI (2010)
9.
Zurück zum Zitat Finkel, J.R., Grenager, T., Manning, C.: Incorporating non-local information into information extraction systems by gibbs sampling. In: Proceedings of ACL 2005, pp. 363–370 (2005) Finkel, J.R., Grenager, T., Manning, C.: Incorporating non-local information into information extraction systems by gibbs sampling. In: Proceedings of ACL 2005, pp. 363–370 (2005)
10.
Zurück zum Zitat Zhang, J., Tang, J., Li, J.: Expert finding in a social network. In: Kotagiri R., et al. (eds.) DASFAA 2007. Lecture Notes in Computer Science vol. 4443, pp. 1066–1069. Springer, Heidelberg (2007) Zhang, J., Tang, J., Li, J.: Expert finding in a social network. In: Kotagiri R., et al. (eds.) DASFAA 2007. Lecture Notes in Computer Science vol. 4443, pp. 1066–1069. Springer, Heidelberg (2007)
11.
Zurück zum Zitat Felzenszwalb, P.F., Huttenlocher, D.P.: Efficient belief propagation for early vision. Int. J. Comput. Vision. 70(1), 41–54 (2006) Felzenszwalb, P.F., Huttenlocher, D.P.: Efficient belief propagation for early vision. Int. J. Comput. Vision. 70(1), 41–54 (2006)
12.
Zurück zum Zitat Golbeck, J.: Combining Provenance with trust in social networks for semantic web content filtering. In: Moreau L. et al (eds.) IPAW 2006. Lecture Notes in Computer Science, vol. 4145, pp. 101–108. Springer (2006) Golbeck, J.: Combining Provenance with trust in social networks for semantic web content filtering. In: Moreau L. et al (eds.) IPAW 2006. Lecture Notes in Computer Science, vol. 4145, pp. 101–108. Springer (2006)
13.
Zurück zum Zitat Okamoto, K., Chen, W., Li, X.Y.: Ranking of closeness centrality for large-scale social networks. In: Preparata F.P. et al. (eds.) FAW 2008. Lecture Notes in Computer Science, vol. 5059, pp. 186–195. Springer, Heidelberg (2008) Okamoto, K., Chen, W., Li, X.Y.: Ranking of closeness centrality for large-scale social networks. In: Preparata F.P. et al. (eds.) FAW 2008. Lecture Notes in Computer Science, vol. 5059, pp. 186–195. Springer, Heidelberg (2008)
14.
Zurück zum Zitat Smirnova, E., Balog, K.: A User-oriented model for expert finding. In: Clough P. et al. (eds.) ECIR 2011. Lecture Notes in Computer Science, vol. 6611, pp. 580–592. Springer, Heidelberg (2011) Smirnova, E., Balog, K.: A User-oriented model for expert finding. In: Clough P. et al. (eds.) ECIR 2011. Lecture Notes in Computer Science, vol. 6611, pp. 580–592. Springer, Heidelberg (2011)
15.
Zurück zum Zitat Bozzon, A., Brambilla, M., Ceri, S., Silvestri, M., Vesci, G.: Choosing the right crowd: expert finding in social networks. In: EDBT ’13 Proceedings of the 16th International Conference on Extending Database Technology, pp. 637–648. ACM, New York (2013) Bozzon, A., Brambilla, M., Ceri, S., Silvestri, M., Vesci, G.: Choosing the right crowd: expert finding in social networks. In: EDBT ’13 Proceedings of the 16th International Conference on Extending Database Technology, pp. 637–648. ACM, New York (2013)
16.
Zurück zum Zitat Demartini, G., Gaugaz, J., Nejdl, W.: A vector space model for ranking entities and its application to expert search. In: Boughanem M. et al. (eds.) ECIR 2009. Lecture Notes in Computer Science, vol. 5478, pp. 189–201. Springer, Heidelberg (2009) Demartini, G., Gaugaz, J., Nejdl, W.: A vector space model for ranking entities and its application to expert search. In: Boughanem M. et al. (eds.) ECIR 2009. Lecture Notes in Computer Science, vol. 5478, pp. 189–201. Springer, Heidelberg (2009)
Metadaten
Titel
A Knowledge Management Strategy to Identify an Expert in Enterprise
verfasst von
Matteo Gaeta
Rossella Piscopo
Luigi Rarità
Luigi Trevisant
Daniele Novi
Copyright-Jahr
2014
DOI
https://doi.org/10.1007/978-3-319-07040-7_17