Machine Learning for Database Management and Query Optimization

MMF Fahima, AHS Sreen, SLF Ruksana… - Elementaria: Journal …, 2024 - elementaria.my.id
In the present day, Traditional database management methods are becoming more
inadequate for effective data processing as the volume of data created by systems grows …

Better Distributed Graph Query Planning With Scouting Queries

T Faltín, V Trigonakis, A Berdai, L Fusco… - Proceedings of the 6th …, 2023 - dl.acm.org
Query planning is essential for graph query execution performance. In distributed graph
processing, data partitioning and messaging significantly influence performance. However …

Towards online training for RL-based query optimizer

M Ramadan, HMO Mokhtar, I Sobh… - International Journal of …, 2024 - Springer
Join query optimization aims to find the best join order for tables in a query, which is critical
for query processing performance. Recently, reinforcement learning models have been …

Structured query language query join optimization by using rademacher averages and mapreduce algorithms

YAB Chandrashekariah, HA Dinesha - Bulletin of Electrical Engineering …, 2024 - beei.org
Query optimization involves identifying and implementing the most effective and efficient
methods and strategies to enhance the performance of queries. This is achieved by …

Distributed Graph Query Engine Improvements for Big Data Graphs

T Faltín - 2023 - dspace.cuni.cz
Graph pattern matching queries enable flexible graph exploration, similar to what SQL
provides for relational databases. In this thesis, we design and improve key compo-nents of …

Knowledge Graph Enhanced Interactive Fault Diagnosis O&M Approach Based on Large Models of Electrical Power

X Tian, B Liu, J Yang, B Ai, H Zhao… - 2024 4th Power System …, 2024 - ieeexplore.ieee.org
Power equipment operation and maintenance has accumulated a large amount of
knowledge recorded in the form of text, which provides the basis for power equipment …