A systematic review of data models for the big data problem

F Mostajabi, AA Safaei, A Sahafi - IEEE Access, 2021 - ieeexplore.ieee.org
Nowadays, data are generated in a continuous streaming manner as the inputs of various
applications. The sources of such generated data can be wired or wireless sensor networks …

A workload-driven method for designing aggregate-oriented NoSQL databases

L Chen, A Davoudian, M Liu - Data & Knowledge Engineering, 2022 - Elsevier
Due to the scalability and availability problems with traditional relational database systems,
a variety of NoSQL stores have emerged over the last decade to deal with big data. How …

The central role of data repositories and data models in Data Science and Advanced Analytics

L Bellatreche, C Ordonez, D Méry, M Golfarelli - Future Generation …, 2022 - Elsevier
In the age of “Data Science and Advanced Analytics”, we are witnessing a race for
developing data-driven smart systems in various domains such as business, finance …

Unraveling the foundations and the evolution of conceptual modeling—Intellectual structure, current themes, and trajectories

J Akoka, I Comyn-Wattiau, N Prat, VC Storey - Data & Knowledge …, 2024 - Elsevier
The field of conceptual modeling has now been in existence for over five decades. To
understand how this field has evolved and should continue to evolve, it is useful to examine …

[HTML][HTML] MDICA: Maintenance of data integrity in column-oriented database applications

MJ Suárez-Cabal, P Suárez-Otero, C de la Riva… - Computer Standards & …, 2023 - Elsevier
Current information technologies generate large amounts of data for management or further
analysis, storing it in NoSQL databases which provide horizontal scaling and high …

[HTML][HTML] Codevo: Column family database evolution using model transformations

P Suárez-Otero, MJ Mior, MJ Suárez-Cabal… - Journal of Systems and …, 2023 - Elsevier
In recent years, software applications have been working with NoSQL databases as they
have emerged to handle big data more efficiently than traditional databases. The data …

A cost model for random access queries in document stores

M Hewasinghage, A Abelló, J Varga, E Zimányi - The VLDB Journal, 2021 - Springer
Document stores have become one of the key NoSQL storage solutions. They have been
widely adopted in different domains due to their ability to store semi-structured data and …

Maintaining nosql database quality during conceptual model evolution

P Suárez-Otero, MJ Mior… - … Conference on Big …, 2020 - ieeexplore.ieee.org
Database schemas evolve over time to satisfy changing application requirements. If this
evolution is not performed correctly, some quality attributes are at risk such as data integrity …

Automated database design for document stores with multicriteria optimization

M Hewasinghage, S Nadal, A Abelló… - … and Information Systems, 2023 - Springer
Document stores have gained popularity among NoSQL systems mainly due to the semi-
structured data storage structure and the enhanced query capabilities. The database design …

A Comprehensive Spark-Based Layer for Converting Relational Databases to NoSQL

MA Abdel-Fattah, W Mohamed… - Big Data and Cognitive …, 2022 - mdpi.com
Currently, the continuous massive growth in the size, variety, and velocity of data is defined
as big data. Relational databases have a limited ability to work with big data. Consequently …