Patent №
US 8,812,486
Granted
2014-08-19
Filed 2008
Owner
INTERNATIONAL BUSINESS MACHINES CORPORATION
Lab
AI components
3
ml · kr · planning
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
12028120
A method for approximating a validity range for a domain of cardinalities of input to an optimal query plan is provided. Such a validity range is iteratively approximated using a modified Newton-Raphson method to find roots of cost functions for optimal and alternative query plans, respectively. The Newton-Raphson method is combined with a method of incrementing roots of cost functions, known as input cardinalities, such that discontinuous and non-differentiable points in cost functions are avoided. In this manner, input cardinalities remain within a domain for which a valid range can be specified. Additionally, a robustness measure is determined by a sensitivity analysis performed on an approximated validity range. Using a robustness measure provided by a sensitivity analysis and resultant validity range and, query plan sub-optimality detection is simplified, re-optimization is selectively triggered, and robustness information is provided to a system or user performing corrective actions.
AI classification
Ownership
INTERNATIONAL BUSINESS MACHINES CORPORATION
assignment · 204850480
Assignors
MARKL, VOLKER G, RAMAN, VIJAYSHANKAR
On an employer assignment, the assignors are typically the inventors.