Reshaping Reality: Creating Multi-Model Data and Queries from Real-World Inputs

Irena Holubová, Alžběta Šrůtková, Jáchym Bártík

2025

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.

Paper Citation

in Harvard Style

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 - Volume 1: ENASE; ISBN 978-989-758-742-9, SciTePress, pages 174-184. DOI: 10.5220/0013395300003928

in Bibtex Style

@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 - Volume 1: ENASE},
year={2025},
pages={174-184},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0013395300003928},
isbn={978-989-758-742-9},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 20th International Conference on Evaluation of Novel Approaches to Software Engineering - Volume 1: ENASE
TI - Reshaping Reality: Creating Multi-Model Data and Queries from Real-World Inputs
SN - 978-989-758-742-9
AU - Holubová I.
AU - Šrůtková A.
AU - Bártík J.
PY - 2025
SP - 174
EP - 184
DO - 10.5220/0013395300003928
PB - SciTePress