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Hanan Abed Alwally Abed Allah

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Open access Aug 2026

Enhancing SQL Query Performance via XAI: A Dual SHAP–LIME Framework for Accurate Response Time Prediction and Optimization in RDBMS

     Optimization of queries in RDBMSs have been one of the most important roadblocks as the rule-based optimizer s fail to scale to the non-linear nature of the new analytical workloads. Although Machine Learning (ML) models have demonstrated good latency predictability, their poor interpret-ability creates a Trust Ga...

Hanan Abed Alwally Abed Allah, علي عزيز محمد الساعدي, Saif Saad Khudhair · 0 citations
Open access 2026

LLM-augmented query optimization: a hybrid framework for intelligent SQL performance tuning

LLM-QOpt++ is presented, a novel hybrid, confidence-aware query optimization framework that unifies traditional CBO estimation, machine learning–based cost prediction, and large language model (LLM) reasoning within a single adaptive pipeline.

Hanan Abed Alwally Abed Allah · 0 citations

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