DETERMINING VALIDITY RANGES OF QUERY PLANS BASED ON SUBOPTIMALITY

Patent №

US 8,812,486

Granted

2014-08-19

Filed 2008

Owner

INTERNATIONAL BUSINESS MACHINES CORPORATION

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.

Machine learningKnowledge representationPlanningG06F 16/24542Y10S 707/99931Y10S 707/99932Y10S 707/99933

AI classification

Knowledge representation1.00
Planning0.99
Machine learning0.77
Evolutionary computation0.49
Vision0.21
AI hardware0.15
Natural language0.00
Speech0.00

Ownership

INTERNATIONAL BUSINESS MACHINES CORPORATION

assignment · 204850480

Assignors

MARKL, VOLKER G, RAMAN, VIJAYSHANKAR

On an employer assignment, the assignors are typically the inventors.

From the same owner

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