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:
Jun. 08, 2021

Filed:

Feb. 20, 2018
Applicant:

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

Inventors:

Vincent Corvinelli, Mississauga, CA;

Huaxin Liu, Delta, CA;

Mingbin Xu, Toronto, CA;

Ziting Yu, Toronto, CA;

Calisto P. Zuzarte, Pickering, CA;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/02 (2006.01); G06N 3/08 (2006.01); G06N 3/04 (2006.01); G06F 16/2453 (2019.01); G06N 5/00 (2006.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 16/2453 (2019.01); G06F 16/24545 (2019.01); G06N 3/04 (2013.01); G06N 3/0427 (2013.01); G06N 3/0454 (2013.01); G06N 3/0481 (2013.01); G06N 5/003 (2013.01); G06N 3/02 (2013.01);
Abstract

A database query comprising predicates may be received. Each predicate may operate on database columns. The database query may be determined to comprise strict operators. An upper bound neural network may be defined for calculating an adjacent upper bound and a lower bound neural network may be defined for calculating an adjacent lower bound. The upper bound neural network and the lower bound neural network may be trained using a selected value from data of a database table associated with the database query to be executed through the upper bound neural network and the lower bound neural network. The upper bound neural network and the lower bound neural network may be adjusted by passing in an expected value using an error found in expressions. The adjacent lower bound and the adjacent upper bound may be calculated in response to completion of initial training for the database columns.


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