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Erschienen in: Software & Systems Modeling 3/2017

05.09.2015 | Regular Paper

A graph-theoretic method for the inductive development of reference process models

verfasst von: Jana-Rebecca Rehse, Peter Fettke, Peter Loos

Erschienen in: Software and Systems Modeling | Ausgabe 3/2017

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Abstract

Business process management is one of the most widely discussed topics in information systems research. As process models advance in both complexity and maturity, reference models, serving as reusable blueprints for the development of individual models, gain more and more importance. Only a few business domains have access to commonly accepted reference models, so there is a widespread need for the development of new ones. This article describes a new inductive approach for the development of reference models, based on existing individual models from the respective domain. It employs a graph-based paradigm, exploiting the underlying graph structures of process models by identifying frequent common subgraphs of the individual models, analyzing their order relations, and merging them into a new model. This newly developed approach is outlined and evaluated in this contribution. It is applied in three different case studies and compared to other approaches to the inductive development of reference models in order to highlight its characteristics as well as assets and drawbacks.

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Fußnoten
1
Cf. attribute “construction method” in the reference model catalog at http://​rmk.​iwi.​uni-sb.
 
2
Technically, the number of input models is not restricted. Factually, a very large number of input models will not result in a meaningful reference model. This is a general limitation of inductive approaches, which is also addressed in Sect. 9.
 
3
This label-based mapping is a loophole, such that the algorithm may be used even without a mapping. However, such a label-based mapping may significantly reduce the quality of the resulting reference model, as not all node analogies may be captured.
 
5
Technically, a singleton subgraph is simply a node. However, we deliberately use the term “singleton subgraph” to stress the fact that it is contained in several models simultaneously. Node are associated with one specific model only, whereas singleton subgraphs are related to a set of models.
 
6
Cf. our project Web site http://​refmod-miner.​dfki.​de/​cms (partially in German).
 
7
The acronym MOR was chosen by Vogelaar et al. [48] in their respective study. Although it is not clear what MOR stands for, we use the name for comparability and simplicity.
 
8
We acknowledge that runtimes can only realistically be compared when the programs are executed on comparable IT infrastructures. However, none of the other publications specify the infrastructure used for their experiments. As we used a fairly standard PC for our computations (as specified in Sect. 7), we still assume the runtimes to be at least roughly comparable.
 
9
Technically, there are four models for this domain. Since two of them are identical, only one is included in our computation.
 
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Metadaten
Titel
A graph-theoretic method for the inductive development of reference process models
verfasst von
Jana-Rebecca Rehse
Peter Fettke
Peter Loos
Publikationsdatum
05.09.2015
Verlag
Springer Berlin Heidelberg
Erschienen in
Software and Systems Modeling / Ausgabe 3/2017
Print ISSN: 1619-1366
Elektronische ISSN: 1619-1374
DOI
https://doi.org/10.1007/s10270-015-0490-0

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