The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jan. 31, 2023

Filed:

Mar. 10, 2020
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Xiao Xiao Chen, Beijing, CN;

Shuo Li, Beijing, CN;

Xiaobo Wang, Beijing, CN;

ShengYan Sun, Beijing, CN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/2453 (2019.01); G06F 16/21 (2019.01); G06F 16/2452 (2019.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 16/217 (2019.01); G06F 16/24524 (2019.01); G06N 20/00 (2019.01);
Abstract

An approach is provided for evaluating a performance of a query. A risk of selecting a low performance access path for a query is determined. The risk is determined to exceed a risk threshold. Based on the risk exceeding the risk threshold and using a machine learning optimizer, first costs of access paths for the query are determined. Using a cost-based database optimizer, second costs of the access paths are determined. Using a strong classifier operating on the first costs and the second costs, a final access path for the query is selected from the access paths.


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