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An Integer Linear Programming Approach to Database Design

10 years 6 months ago
An Integer Linear Programming Approach to Database Design
Existing index selection tools rely on heuristics to efficiently search within the large space of alternative solutions and to minimize the overhead of using the query optimizer for cost estimation. Index selection heuristics, despite being practical, are hard to analyze and formally compute how close they get to the optimal solution. In this paper we propose a model for index selection based on Integer Linear Programming (ILP). The ILP formulation enables a wealth of combinatorial optimization techniques for providing quality guarantees, approximate solutions and even for computing optimal solutions. We present a system architecture for ILP-based index selection, in the context of commercial database systems. Our ILP-based approach offers higher solution quality, efficiency and scalability without sacrificing any of the precision offered by existing index selection tools.
Stratos Papadomanolakis, Anastassia Ailamaki
Added 03 Jun 2010
Updated 03 Jun 2010
Type Conference
Year 2007
Where ICDE
Authors Stratos Papadomanolakis, Anastassia Ailamaki
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