Deep variability modeling to enhance reproducibility of database performance testing

A Ouared, M Amrani, A Chadli, PY Schobbens - Cluster Computing, 2024 - Springer
Reproducibility is a major principle underpinning the scientific method. Especially, deep
database environment systems variability represents an opportunity for reproducibility of …

COMORP: Rapid prototyping for mathematical database cost models development

A Ouared, M Amrani, PY Schobbens - Journal of Computer Languages, 2022 - Elsevier
The database technology evolution trends had pushed the researchers to redesign and
adapt the past mathematical database cost models with the consideration of additional …

Explainable AI for DBA: Bridging the DBA's experience and machine learning in tuning database systems

A Ouared, M Amrani… - … and Computation: Practice …, 2023 - Wiley Online Library
Recently artificial intelligence techniques in the database community have become a driver
for many database applications. The proposed solution adopting AI in the core database …

GOMAD: A Goal Oriented Approach for Modeling and Analyzing Database Deployment

A Ouared, AAE Benali… - 2023 4th International …, 2023 - ieeexplore.ieee.org
Database deployment automation involves dealing with the diversity of deployment
platforms and the panoply of options to improve the efficiency of query workload. Designers …

for Query Optimizer of DBMS

GCLC Model - Model-Driven Engineering and Software Development … - books.google.com
Designers and developers of database management systems (DBMS) build increasingly
specialized efficient query optimizer in order to deliver improved performance. This query …

[PDF][PDF] Mapping machine learning explanations with designer expertise for input variables selection of performance metrics estimation

S AMMAR, A OUARED, C Abdelhafid, MA DAOUD - researchgate.net
Developing a mathematical cost model heavily relies on designer knowledge and
experience in this active research topic (eg [1, 2, 3, 4, 5]). This requires the exploration of …