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.
Patent No.:
Date of Patent:
Sep. 23, 2025
Filed:
Feb. 18, 2021
Applicant:
Royal Bank of Canada, Toronto, CA;
Inventors:
Graham Alexander Watt, Toronto, CA;
Ehsan Amjadian, Toronto, CA;
Assignee:
Royal Bank of Canada, Toronto, CA;
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2023.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 3/044 (2023.01); G06N 3/045 (2023.01);
Abstract
A machine learning architecture is proposed that is directed to receive different time-series data sets relating to environmental conditions as well as a target variable for prediction and to transform the time-series data sets for training a plurality of different machine learning models. The trained machine learning models can be utilized to probe various configurations of environmental conditions, and in some embodiments, conduct first and second order co-efficient of variation determinations to generate one or more data values representative of environmental condition sensitivity metrics.