Integrating machine learning and workflow management to support acquisition and adaptation of workflow models

@article{Herbst2000IntegratingML,
  title={Integrating machine learning and workflow management to support acquisition and adaptation of workflow models},
  author={Joachim Herbst and Dimitris Karagiannis},
  journal={Int. Syst. in Accounting, Finance and Management},
  year={2000},
  volume={9},
  pages={67-92}
}
Current workflow management systems (WFMS) offer little aid for the acquisition of workflow models and their adaptation to changing requirements. To suppo rt these activities we propose to apply techniques from machine learning, which enable an inductive app roach to workflow acquisition and adaptation. We present a machine learning component that combines two different machine learning algorithms: the first one induces the structure of sequential workflows an d the second one is responsible… CONTINUE READING
Highly Cited
This paper has 26 citations. REVIEW CITATIONS

Citations

Publications citing this paper.
Showing 1-10 of 14 extracted citations

Process mining using α-algorithm as a tool (A case study of student registration)

2012 Tenth International Conference on ICT and Knowledge Engineering • 2012
View 2 Excerpts

Rediscovery of Government Process Model in E-government

2009 Sixth International Conference on Fuzzy Systems and Knowledge Discovery • 2009

Research on Automatic Government Process Remodeling in E-Government

2009 International Conference on Management and Service Science • 2009

References

Publications referenced by this paper.
Showing 1-7 of 7 references

Informatik Berichte Nr

l. Ulmer
1997

Simulation in Financial Services with the Business Process Management System Adonis

S. Junginger Herbst, H. Kühn
Proceedings of the European Simulation Symposium 1997 ( ESS 97 ) • 1997

Introduction to Business Process Management Systems

S. Junginger D. Karagiannis, R. Strobl
1995

, and A . Sagiovanni - Vincentelli . Design Management based on Design Traces

A. R. Newton Casotto
Proceed - ings of the 27 th ACM / IEEE Design Automation Conference Workflow Management Systeme : Konzepte und Einsatzmöglichkeiten • 1993

Introduction to the Workshop on Adaptive Workflow

G. de Michelis Pareschi, S. Sarin
Proceedings of the First International Conference on Practical Aspects of Knowledge Management PAKM C 4 . 5 : Programs for Machine Learning • 1993

A Tutorial on Hidden Markov Models and Selected Applications in Speech Recognition

Reichert, P. Dadam
Proceedings of the IEEE • 1989

Similar Papers

Loading similar papers…