2 papers
cs.DB2025
Tradeoffs in Processing Queries and Supporting Updates over an ML-Enhanced R-tree
Abdullah Al-Mamun, Ch. Md. Rakin Haider, Jianguo Wang +1
Machine Learning (ML) techniques have been successfully applied to design various learned database index structures for both the one- and multi-dimensional spaces. Particularly, a…
cs.DB2022
The "AI+R"-tree: An Instance-optimized R-tree
Abdullah-Al-Mamun, Ch. Md. Rakin Haider, Jianguo Wang +1
The emerging class of instance-optimized systems has shown potential to achieve high performance by specializing to a specific data and query workloads. Particularly, Machine Learn…