Dynamic Constructs Competition Miner - Occurrence- vs. Time-Based Ageing - Inria - Institut national de recherche en sciences et technologies du numérique Access content directly
Conference Papers Year : 2015

Dynamic Constructs Competition Miner - Occurrence- vs. Time-Based Ageing

David Redlich
  • Function : Author
  • PersonId : 998969
Wasif Gilani
  • Function : Author
  • PersonId : 998971
Gordon Blair
  • Function : Author
  • PersonId : 861064
Awais Rashid
  • Function : Author
  • PersonId : 998972

Abstract

Since the environment for businesses is becoming more competitive by the day, business organizations have to be more adaptive to environmental changes and are constantly in a process of optimization. Fundamental parts of these organizations are their business processes. Discovering and understanding the actual execution flow of the processes deployed in organizations is an important enabler for the management, analysis, and optimization of both, the processes and the business. This has become increasingly difficult since business processes are now often dynamically changing and may produce hundreds of events per second. The basis for this paper is the Constructs Competition Miner (CCM): A divide-and-conquer algorithm which discovers block-structured processes from event logs possibly consisting of exceptional behaviour. In this paper we propose a set of modifications for the CCM to enable dynamic business process discovery of a run-time process model from a stream of events. We describe the different modifications with a particular focus on the influence of individual events, i.e. ageing techniques. We furthermore investigate the behaviour and performance of the algorithm and the ageing techniques on event streams of dynamically changing processes.
Fichier principal
Vignette du fichier
393788_1_En_4_Chapter.pdf (954.78 Ko) Télécharger le fichier
Origin : Files produced by the author(s)

Dates and versions

hal-01442341 , version 1 (20-01-2017)

Licence

Attribution

Identifiers

Cite

David Redlich, Thomas Molka, Wasif Gilani, Gordon Blair, Awais Rashid. Dynamic Constructs Competition Miner - Occurrence- vs. Time-Based Ageing. 4th International Symposium on Data-Driven Process Discovery and Analysis (SIMPDA), Nov 2014, Milan, Italy. pp.79-106, ⟨10.1007/978-3-319-27243-6_4⟩. ⟨hal-01442341⟩
75 View
117 Download

Altmetric

Share

Gmail Facebook X LinkedIn More