Abstract
This paper proposes a framework and an implementation for pro-active just-in-time information resource delivery, based on knowledge processes. We focus on providing a desktop application that presents a ranked list of information resources, such as documents, web sites or e-mail messages, that are considered to be most relevant in that point in time. The paper decomposes the recommendation problam into subproblems and provides evaluation on several event, action and process models. Results show that defining actions based on clustering of events yields the best recommendations.
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Warren, P., Kings, N., Thurlow, I., Davies, J., Bürger, T., Simperl, E., Ruiz, C., Gomez-Perez, J., Ermolayev, V., Ghani, R., Tilly, M., Bösser, T., Imtiaz, A.: Improving knowledge worker productivity the ACTIVE approach. BT Technology Journal 26(2) (2009)
van Dongen, B.F., de Medeiros, A.K.A., Verbeek, H.M.W(E.), Weijters, A.J.M.M.T., van der Aalst, W.M.P.: The ProM Framework: A New Era in Process Mining Tool Support. In: Ciardo, G., Darondeau, P. (eds.) ICATPN 2005. LNCS, vol. 3536, pp. 444–454. Springer, Heidelberg (2005)
Holz, H., Maus, H., Bernardi, A., Rostanin, O.: From lightweight, proactive information delivery to business process-oriented knowledge management. Journal of Universal Knowledege Management 2, 101–127 (2005)
Lokaiczyk, R., Faatz, A., Beckhaus, A., Goertz, M.: Enhancing just-in-time e- Learning through Machine Learning on Desktop Context Sensors. In: Kokinov, B., Richardson, D.C., Roth-Berghofer, T.R., Vieu, L. (eds.) CONTEXT 2007. LNCS (LNAI), vol. 4635, pp. 330–341. Springer, Heidelberg (2007)
Rath, A.S., Devaurs, D., Lindstaedt, S.N.: Studying the Factors Influencing Automatic user Task Detection on the Computer Desktop. In: Wolpers, M., Kirschner, P.A., Scheffel, M., Lindstaedt, S., Dimitrova, V. (eds.) EC-TEL 2010. LNCS, vol. 6383, pp. 292–307. Springer, Heidelberg (2010)
Štajner, T., Mladenić, D.: Modeling Knowledge Worker Activity: Workshop on Applications of Pattern Analysis, Cumberland Lodge (2010)
Štajner, T., Mladenić, D., Grobelnik, M.: Exploring Contexts and Actions in Knowledge Processes. In: Proceedings of the 2nd Workshop on Context, Information and Ontologies (2010)
Grobelnik, M., Mladenić, D., Ferlež, J.: Probabilistic Temporal Process Model for Knowledge Processes: Handling a Stream of Linked Text. In: Proceedings of SiKDD 2009 Conference on Data Mining and Data Warehouses (2009)
Gomez-Perez, J., Grobelnik, M., Ruiz, C., Tilly, M., Warren, P.: Using task context to achieve effective information delivery. In: Proceedings of the 1st Workshop on Context, Information and Ontologies, pp. 1–6. ACM (2009)
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Štajner, T., Mladenić, D., Grobelnik, M. (2012). Information Resource Recommendation in Knowledge Processes. In: García-Castro, R., Fensel, D., Antoniou, G. (eds) The Semantic Web: ESWC 2011 Workshops. ESWC 2011. Lecture Notes in Computer Science, vol 7117. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-25953-1_15
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DOI: https://doi.org/10.1007/978-3-642-25953-1_15
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