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Authors: Irena Holubová ; Alžběta Šrůtková and Jáchym Bártík

Affiliation: Department of Software Engineering, Charles University, Prague, Czech Republic

Keyword(s): Multi-Model Data, Data Transformation, Real-World Datasets.

Abstract: The variety characteristic of Big Data introduces significant challenges for verified single-model data management solutions. The central issue lies in managing the multi-model data. As more solutions appear, especially in the database world, the need to benchmark and compare them rises. Unfortunately, there is a lack of available real-world multi-model datasets, the number of multi-model benchmarks is still small, and their general usability is limited. This paper proposes a solution that enables creation of multi-model data from virtually any given single-model dataset. We introduce a framework that enables automatic inference of the schema of input data, its user-defined modification and mapping to multiple models, and the data generation reflecting the changes. Using the well-known Yelp dataset, we show its advantages and usability in three scenarios reflecting reality.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Holubová, I., Šrůtková, A. and Bártík, J. (2025). Reshaping Reality: Creating Multi-Model Data and Queries from Real-World Inputs. In Proceedings of the 20th International Conference on Evaluation of Novel Approaches to Software Engineering - ENASE; ISBN 978-989-758-742-9; ISSN 2184-4895, SciTePress, pages 174-184. DOI: 10.5220/0013395300003928

@conference{enase25,
author={Irena Holubová and Alžběta Šrůtková and Jáchym Bártík},
title={Reshaping Reality: Creating Multi-Model Data and Queries from Real-World Inputs},
booktitle={Proceedings of the 20th International Conference on Evaluation of Novel Approaches to Software Engineering - ENASE},
year={2025},
pages={174-184},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013395300003928},
isbn={978-989-758-742-9},
issn={2184-4895},
}

TY - CONF

JO - Proceedings of the 20th International Conference on Evaluation of Novel Approaches to Software Engineering - ENASE
TI - Reshaping Reality: Creating Multi-Model Data and Queries from Real-World Inputs
SN - 978-989-758-742-9
IS - 2184-4895
AU - Holubová, I.
AU - Šrůtková, A.
AU - Bártík, J.
PY - 2025
SP - 174
EP - 184
DO - 10.5220/0013395300003928
PB - SciTePress

- Science and Technology Publications, Lda.
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