Title
A Comparative Study of Methods for Deciding to Open Data
Author
Luthfi, A. (TU Delft Information and Communication Technology; Universitas Islam Indonesia)
Janssen, M.F.W.H.A. (TU Delft Information and Communication Technology)
Contributor
Shishkov, Boris (editor)
Shishkov, Boris (editor)
Shishkov, Boris (editor)
Date
2019
Abstract
Governments may have their own business processes to decide to open data, which might be supported by decision-making tools. At the same time, analyzing potential benefits, costs, risks, and other effects-adverse of disclosing data are challenging. In the literature, there are various methods to analyze the potential advantages and disadvantages of opening data. Nevertheless, none of them provides discussion into the comparative studies in terms of strengths and weaknesses. In this study, we compare three methods for disclosing data, namely Bayesian-belief networks, Fuzzy multi-criteria decision-making, and Decision tree analysis. The comparative study is a mechanism for further studying the development of a knowledge domain by performing a feature-by-feature at the same level of functionalities. The result of this research shows that the methods have different strengths and weaknesses. The Bayesian-belief Networks has higher accuracy in comparison, and able to construct the causal relationships of the selected variable under uncertainties. Yet, this method is more resource intensive. This study can contribute to the decision-makers and respected researchers to a better comprehend and provide recommendation related to the three methods comparison.
Subject
Bayesian-belief networks
Decision tree analysis
Decision-making
Fuzzy multi-criteria decision making
Methods
Open data
To reference this document use:
http://resolver.tudelft.nl/uuid:25d6cea8-b30e-4c5f-8c7d-6e6384b1bb71
DOI
https://doi.org/10.1007/978-3-030-24854-3_14
Publisher
Springer
Embargo date
2020-01-01
ISBN
9783030248536
Source
Business Modeling and Software Design - 9th International Symposium, BMSD 2019, Proceedings, 356
Event
9th International Symposium on Business Modeling and Software Design, BMSD 2019, 2019-07-01 → 2019-07-03, Lisbon, Portugal
Series
Lecture Notes in Business Information Processing, 1865-1348, 356
Bibliographical note
Green Open Access added to TU Delft Institutional Repository ‘You share, we take care!’ – Taverne project https://www.openaccess.nl/en/you-share-we-take-care Otherwise as indicated in the copyright section: the publisher is the copyright holder of this work and the author uses the Dutch legislation to make this work public.
Part of collection
Institutional Repository
Document type
conference paper
Rights
© 2019 A. Luthfi, M.F.W.H.A. Janssen