DocDesign 2.0: Automated database design for document stores with multi-criteria optimization

View/Open
Cita com:
hdl:2117/343145
Document typeConference lecture
Defense date2021
PublisherOpenProceedings
Rights accessOpen Access
Except where otherwise noted, content on this work
is licensed under a Creative Commons license
:
Attribution-NonCommercial-NoDerivs 4.0 International
Abstract
We present DocDesign 2.0, a novel system that supports database design for document stores. DocDesign 2.0 automatically generates a document store design driven by a query workload and a set of optimization objectives. In the presence of a massive search space, DocDesign 2.0 adopts multi-objective optimization techniques that, with high probability, guarantee to yield the optimal design based on the preferences (i.e., weights) provided by the end-user. In this paper, we demonstrate how DocDesign 2.0 improves the productivity on the task of designing a document store, as well as how the quality of the results is improved with respect to those obtained by manually generating the design.
CitationHewasinghage, M.; Nadal, S.; Abelló, A. DocDesign 2.0: Automated database design for document stores with multi-criteria optimization. A: International Conference on Extending Database Technology. "Advances in Database Technology: EDBT 2021, 24th International Conference on Extending Database Technology: Nicosia, Cyprus, March 23-26, 2021: proceedings". Konstanz: OpenProceedings, 2021, p. 674-677. ISBN 978-3-89318-084-4. DOI 10.5441/002/edbt.2021.81.
ISBN978-3-89318-084-4
Publisher versionhttps://doi.org/10.5441/002/edbt.2021.81
Collections
- inSSIDE - integrated Software, Service, Information and Data Engineering - Ponències/Comunicacions de congressos [332]
- Departament d'Enginyeria de Serveis i Sistemes d'Informació - Ponències/Comunicacions de congressos [501]
- Doctorat Erasmus Mundus en Tecnologies de la Informació per a la Intel·ligència Empresarial - Ponències/Comunicacions de congressos [11]