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Handover optimization in business processes via prediction

Jian Liu (School of Economics and Management, Nanjing University of Science and Technology, Nanjing, China)
Peng Liu (College of Information Sciences and Technology, The Pennsylvania State University, University Park, Pennsylvania, USA)
Sifeng Liu (Institute for Grey System Studies, Nanjing University of Aeronautics and Astronautics, Nanjing, China)
Yizhong Ma (School of Economics and Management, Nanjing University of Science and Technology, Nanjing, China)
Wensheng Yang (School of Economics and Management, Nanjing University of Science and Technology, Nanjing, China)

Kybernetes

ISSN: 0368-492X

Article publication date: 2 September 2013

375

Abstract

Purpose

Process mining provides a new means to improve processes in a variety of application domains. The purpose of this paper is to abstract a process model and then use the discovered models from process mining to make useful optimization via predictions.

Design/methodology/approach

The paper divides the process model into a combination of “pair-adjacent activities” and “pair-adjacent persons” in the event logs. First, two new handover process models based on adjacency matrix are proposed. Second, by adding the stage, frequency, and time for every activity or person into the matrix, another two new handover prediction process models based on stage adjacency matrix are further proposed. Third, compute the conditional probability from every stage to next stage through the frequency. Finally, use real data to analyze and demonstrate the practicality and effectiveness of the proposed handover optimization process.

Findings

The process model can be extended with information to predict what will actually happen, how possible to reach the next activity, who will do this activity, and the corresponding probability if there are several people executing the same activity, etc.

Originality/value

The contribution of this paper is to predict what will actually happen, how possible it is to reach the following activities or persons in the next stage, how soon to reach the following activities or persons by calculating all the possible interval time via different traces, who will do this activity, and the corresponding probability if there are several people executing the same activity, etc.

Keywords

Acknowledgements

This research is supported by the Key Project of Science Foundation of China (No. 70931002), Major Project of Social Science Foundation of China (No. 10zd&014), Fundamental Research Funds for the Central Universities (No. 30920130132014), China Postdoctoral Science Foundation funded project (No. 2013M530261), and Jiangsu Planned Projects for Postdoctoral Research Funds (No. 1301108C). The authors would like to thank the editor and reviewer for their detailed and constructive comments.

Citation

Liu, J., Liu, P., Liu, S., Ma, Y. and Yang, W. (2013), "Handover optimization in business processes via prediction", Kybernetes, Vol. 42 No. 7, pp. 1101-1127. https://doi.org/10.1108/K-11-2012-0107

Publisher

:

Emerald Group Publishing Limited

Copyright © 2013, Emerald Group Publishing Limited

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