Verifying Extended Entity Relationship Diagrams with Open Tasks

Authors: 
Reka Marta Sabou
Klemens Käsznar
Markus Zlabinger
Stefan Biffl
Type: 
Speech with proceedings
Proceedings: 
Proceedings of the 8th AAAI Conference on Human Computation and Crowdsourcing, HCOMP
Publisher: 
Pages: 
132 - 140
ISBN: 
Year: 
2020
Abstract: 
The verification of Extended Entity Relationship (EER) diagrams and other conceptual models that capture the design<br> of information systems is crucial to ensure reliable systems.<br> To scale up verification processes to larger groups of experts,<br> Human Computation techniques were used focusing primarily on closed tasks, which constrain the number and variety of<br> reported defects in favor of easy aggregation of derived judgements. To address this limitation of closed tasks, in this paper,<br> we investigate EER verification (as instance of a broader family of model verification problems) with open tasks to extend<br> the range of collected results. We also address the challenge<br> of aggregating results of open tasks by proposing a followup HC task for defect validation. We evaluate our approach<br> for HC-based EER Verification with open tasks in a set of<br> experiments conducted with junior developers and show that<br> (1) open tasks allow collecting a variety of insights that go<br> beyond a manually built gold standard while still leading to<br> good performance (F1=60%) and (2) HC-based validation<br> can be reliably used for validating the results of open tasks<br> (F1=84% compared to expert validation).
TU Focus: 
Information and Communication Technology
Reference: 

R. Sabou, K. Käsznar, M. Zlabinger, S. Biffl, D. Winkler:
"Verifying Extended Entity Relationship Diagrams with Open Tasks";
Vortrag: 8th AAAI Conference on Human Computation and Crowdsourcing, HCOMP, Hilversum, Netherlands; 25.10.2020 - 29.10.2020; in: "Proceedings of the 8th AAAI Conference on Human Computation and Crowdsourcing, HCOMP", (2020), S. 132 - 140.

Zusätzliche Informationen

Last changed: 
10.01.2021 15:37:28
TU Id: 
294264
Accepted: 
Accepted
Invited: 
Department Focus: 
Business Informatics
Abstract German: 
Author List: 
R. Sabou, K. Käsznar, M. Zlabinger, S. Biffl, D. Winkler