2021
DOI: 10.1007/978-3-030-82153-1_17
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An Overview of Methods for Acquiring and Generating Decision Models

Abstract: Decisions are of significant value to organisations. Business decisions are often represented in various knowledge sources, and manually modelling them is costly, tedious and time-consuming. As decision modelling has seen a surge of interest since the introduction of the Decision Model and Notation (DMN) standard, research interest has also increased regarding automatically extracting decision models. In this paper, we discuss an overview and classification of such techniques, including generating decision mod… Show more

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Cited by 8 publications
(2 citation statements)
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“…Furthermore, decision logic is defined as: "a collection of business DIGITAL RESTRUCTURING AND HUMAN (RE)ACTION rules, business decision tables, or executable analytic models to make individual business decisions". There are multiple ways for an organization to discover decisions and the underlying decision logic (Etikala & Vanthienen, 2021). The most common way is to acquire knowledge from domain experts and manually model the gained information to decisions and the underlying decision logic.…”
Section: Background and Related Workmentioning
confidence: 99%
See 1 more Smart Citation
“…Furthermore, decision logic is defined as: "a collection of business DIGITAL RESTRUCTURING AND HUMAN (RE)ACTION rules, business decision tables, or executable analytic models to make individual business decisions". There are multiple ways for an organization to discover decisions and the underlying decision logic (Etikala & Vanthienen, 2021). The most common way is to acquire knowledge from domain experts and manually model the gained information to decisions and the underlying decision logic.…”
Section: Background and Related Workmentioning
confidence: 99%
“…The most common way is to acquire knowledge from domain experts and manually model the gained information to decisions and the underlying decision logic. However, many other sources exist to gather decisions and the underlying business logic such as event logs, text documents, and decision logs (Etikala & Vanthienen, 2021). These sources can be used to automatically discover the decisions and underlying decision logic, which minimizes the cost and time spent on manual modeling with the help of domain experts.…”
Section: Background and Related Workmentioning
confidence: 99%