Ponencia
Efficient and Customisable Declarative Process Mining with SQL
Autor/es | Schönig, Stefan
Rogge-Solti, Andreas Cabanillas Macías, Cristina Jablonski, Stefan Mendling, Jan |
Departamento | Universidad de Sevilla. Departamento de Lenguajes y Sistemas Informáticos |
Fecha de publicación | 2016 |
Fecha de depósito | 2020-11-18 |
Publicado en |
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ISBN/ISSN | 978-3-319-39695-8 0302-9743 |
Resumen | Flexible business processes can often be modelled more easily using a declarative rather than a procedural modelling approach. Process mining aims at automating the discovery of business process models. Existing declarative ... Flexible business processes can often be modelled more easily using a declarative rather than a procedural modelling approach. Process mining aims at automating the discovery of business process models. Existing declarative process mining approaches either suffer from performance issues with real-life event logs or limit their expressiveness to a specific set of constaint types. Lately, RelationalXES, a relational database architecture for storing event log data, has been introduced. In this paper, we introduce a mining approach that directly works on relational event data by querying the log with conventional SQL. By leveraging database performance technology, the mining procedure is fast without limiting itself to detecting certain control-flow constraints. Queries can be customised and cover process perspectives beyond control flow, e.g., organisational aspects. We evaluated the performance and the capabilities of our approach with regard to several real-life event logs. |
Agencias financiadoras | European Union (UE) Austrian Research Promotion Agency (FFG) |
Identificador del proyecto | FP7/2007-2013 grant 612052 (SERAMIS)
845638 (SHAPE) |
Cita | Schönig, S., Rogge-Solti, A., Cabanillas Macías, C., Jablonski, S. y Mendling, J. (2016). Efficient and Customisable Declarative Process Mining with SQL. En CAiSE 2016: 28th International Conference on Advanced Information Systems Engineering (290-305), Ljubljana, Slovenia: Springer. |
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