Abstract
Visualisation of relations between the users is an important part of business process analysis. The authors focused on behavioral graphs to represent relations between the users based on their behavior in the system. The behavior is determined by sequences of activities the users have performed. The proposed method deals with the problem of the behavioral graph complexity. This problem is solved by reduction of user profiles. Several methods were tested to determine what method is more suitable for the analysis of this type of event logs. The approach was tested on an event log recorded by a virtual company model developed as a multi-agent system MAREA.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Aggarwal, C.C., Reddy, C.K.: Data Clustering: Algorithms and Applications. Chapman & Hall/CRC data mining and knowledge discovery series. CRC Press, Boca Raton, FL (2014)
Gusfield, D.: Algorithms on Strings, Trees and Sequences: Computer Science and Computational Biology. Cambridge University Press (2008)
Hirschberg, D.S.: Algorithms for the longest common subsequence problem. J. ACM 24, pp. 664–675 (1977). http://doi.acm.org/10.1145/322033.322044
Meimaris, M., Vafopoulos, M.: Knowledge-based semantification of business communications in erp environments. Lect. Notes Comput. Sci. 7652, 159–172 (2013)
Slaninová, K.: User behavioural patterns and reduced user profiles extracted from log files. In: Proceedings of 13th International Conference on Intellient Systems Design and Applications, ISDA 2013, pp. 289–294. IEEE Computer Society (2013)
Slaninová, K., Kocyan, T., Martinovič, J., Dráždilová, P., Snášel, V.: Dynamic time warping in analysis of student behavioral patterns. In: Proceedings of the Dateso 2012 Annual International Workshop on Databases, Texts, Specifications and Objects. CEUR Workshop Proceedings, pp. 49–59 (2012)
Slaninová, K., Vymětal, D., Martinovič, J.: Analysis of event logs: Behavioral graphs. In: Web Information Systems Engineering—WISE 2014 Workshops. Lecture Notes in Computer Science, vol. 9051, pp. 42–56. Springer-Verlag (2015)
Song, M., van der Aalst, W.M.P.: Towards comprehensive support for organizational mining. Decis. Support Syst. 46(1), 300–317 (2008)
Šperka, R., Vymětal, D.: Marea—an education application for trading company simulation based on rea prin-ciples. In: Proceedings of the Advances in Education Research. Information, Communication and Education Application, vol. 30, pp. 140–147 (2013)
van der Aalst, W.M.P.: Process Mining: Discovery, Conformance and Enhancement of Business Processes, 1st edn. Springer, Heidelberg (2011)
Vymětal, D., Scheller, C.: Marea: Multi-agent rea-based business process simulation framework. In: Conference proceedings of International Scientific Conference ICT for Competitiveness, pp. 301–310 (2012)
van der Aalst, W.M.P., Reijers, H.A., Song, M.: Discovering social networks from event logs. Comput. Support. Coop. Work 14(6), 549–593 (2005)
van der Aalst, W.M.P., van Dongen, B.F., Herbst, J., Maruster, L., Schimm, G., Weijters, A.J.M.M.: Workflow mining: a survey of issues and approaches. Data Knowl. Eng. 47(2), 237–267 (2003)
Acknowledgments
This work was supported by The Ministry of Education, Youth and Sports from the National Programme of Sustainability (NPU II) project ‘IT4Innovations excellence in science—LQ1602’.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2016 Springer International Publishing Switzerland
About this paper
Cite this paper
Slaninová, K., Martinovič, J., Golasowski, M. (2016). Reduction of User Profiles for Behavioral Graphs. In: Jezic, G., Chen-Burger, YH., Howlett, R., Jain, L. (eds) Agent and Multi-Agent Systems: Technology and Applications. Smart Innovation, Systems and Technologies, vol 58. Springer, Cham. https://doi.org/10.1007/978-3-319-39883-9_18
Download citation
DOI: https://doi.org/10.1007/978-3-319-39883-9_18
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-39882-2
Online ISBN: 978-3-319-39883-9
eBook Packages: EngineeringEngineering (R0)