Actor-oriented approach for business-process management of analytical system development
https://doi.org/10.15514/ISPRAS-2022-34(2)-5
Abstract
This paper aims at investigating the feasibility of an actor-oriented approach for modelling analytical systems development business processes. The study analyzes existing management challenges of analytical systems development processes, identifies key business process modeling approaches, and proposes a modeling approach based on actor-oriented approach with high flexibility and enhanced control over business artifacts. The article also describes examples of possible applications of this approach in a business process management tool.
About the Authors
Timofey Mikhailovich PRIBYLEV
National Research University Higher School of Economics,
Glowbyte Consulting
Russian Federation
Russian Federation
4th-year undergraduate student of the Software Engineering educational program at the Perm Branch of the HSE University, Department of Information Technology in Business
Mikhail Nikolaevich ZAYTSEV
Lomonosov Moscow State University,
Glowbyte Consulting
Russian Federation
Russian Federation
Graduate student of the Department of theoretical computer science of the MSU
Olga Leonidovna VIKENTYEVA
National Research University Higher School of Economics
Russian Federation
Russian Federation
Candidate of Technical Sciences, Associate Professor of the Department of Information Technologies in Business
References
1. M. Indulska, J. Recker et al. Business process modeling: Current issues and future challenges. Lecture Notes in Computer Science, vol. 5565, 2009, pp. 501-514.
2. B. Zuhaira, N. Ahmad. Business process modeling, implementation, analysis, and management: the case of business process management tools. Business Process Management Journal, vol. 27, no. 1, 2021, pp. 145-183.
3. E. Börger. Approaches to modeling business processes: a critical analysis of BPMN, workflow patterns and YAWL. Software & Systems Modeling, vol. 11, 2011, pp. 305-318.
4. R. Hull. Artifact-centric business process models: Brief survey of research results and challenges. Lecture Notes in Computer Science, vol. 5332, 2008, pp. 1152-1163.
5. N. Polyzotis, S. Roy et al. Data Management Challenges in Production Machine Learning. In Proc. of the 2017 ACM International Conference on Management of Data, 2017, pp. 1723-1726.
6. S. Schelter, F. Biessmann et al. On Challenges in Machine Learning Model Management. Bulletin of the IEEE Computer Society Technical Committee on Data Engineering, vol. 41, 2018, pp. 5-15.
7. F. Unterberger, R. Singer. Actor Based Business Process Automation via Intelligent Business Objects. In Proc. of the 9th Conference on Subject-Oriented Business Process Management, 2017, pp. 1-5.
8. A. Fleischmann, W. Schmidt et al. Subject-Oriented Business Process Management. Springer. 2012, 392 p.
9. S. Yongchareon, C. Liu et al. A View Framework for Modeling and Change Validation of Artifact-Centric Inter-Organizational Business Processes. Information Systems, vol. 47, 2015, pp. 51-81.
10. A. Paleyes, R.-G. Urma, N.D. Lawrence. Challenges in Deploying Machine Learning: a Survey of Case Studies. ACM Computing Surveys, accepted on April 2022, 26 p.
11. Y. Xie, L. Cruz et al. Systematic Mapping Study on the Machine Learning Lifecycle. In Proc. of the IEEE/ACM 1st Workshop on AI Engineering - Software Engineering for AI (WAIN), 2021, pp. 70-73.
12. J. Kunchala, J. Yu et al. Synthesis of Artifact Lifecycles from Activity-centric Process Models. In Proc. of the IEEE 19th International Enterprise Distributed Object Computing Conference, 2015, pp. 29-37.
13. B. Xie and X. Li. Hybrid petri nets modeling for software development process management. In Proc. of the 2nd IEEE International Conference on Computer Science and Information Technology, 2009, pp. 546-550.
14. W.M.P. van der Aalst. Using Free-Choice Nets for Process Mining and Business Process Management. In Proc. of the 16th Conference on Computer Science and Intelligence Systems (FedCSIS), 2021, pp. 9-15.
Review
For citations:
PRIBYLEV T.M., ZAYTSEV M.N., VIKENTYEVA O.L. Actor-oriented approach for business-process management of analytical system development. Proceedings of the Institute for System Programming of the RAS (Proceedings of ISP RAS). 2022;34(2):57-66. https://doi.org/10.15514/ISPRAS-2022-34(2)-5
Email this article 