Discovering Responsibilities with Dynamic Condition Response Graphs
| Autor: | Viktorija Nekrasaite, Andrew Tristan Parli, Tijs Slaats, Christoffer Olling Back |
|---|---|
| Rok vydání: | 2019 |
| Předmět: |
Business rule
business.industry Computer science Process (engineering) media_common.quotation_subject 020207 software engineering 02 engineering and technology Case management Notation Business process discovery Central government 0202 electrical engineering electronic engineering information engineering 020201 artificial intelligence & image processing Simplicity Software engineering business media_common |
| Zdroj: | Advanced Information Systems Engineering ISBN: 9783030212896 CAiSE |
| DOI: | 10.1007/978-3-030-21290-2_37 |
| Popis: | Declarative process discovery is the art of using historical data to better understand the responsibilities of an organisation: its governing business rules and goals. These rules and goals can be described using declarative process notations, such as Dynamic Condition Response (DCR) Graphs, which has seen widespread industrial adoption within Denmark, in particular through its integration in a case management solution used by 70% of central government institutions. In this paper, we introduce ParNek: a novel, effective, and extensible miner for the discovery of DCR Graphs. We empirically evaluate ParNek and show that it significantly outperforms the state-of-the-art in DCR discovery and performs at least comparably to the state-of-the-art in Declare discovery. Notably, the miner can be configured to sacrifice relatively little precision in favour of significant gains in simplicity, making it the first miner able to produce understandable DCR Graphs for real-life logs. |
| Databáze: | OpenAIRE |
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