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:
Oct. 21, 2025

Filed:

Apr. 17, 2019
Applicant:

Kinaxis Inc., Ottawa, CA;

Inventors:

Kanchana Padmanabhan, Toronto, CA;

Brian Keng, Toronto, CA;

Assignee:

Kinaxis Inc., Ottawa, CA;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/20 (2019.01); G06F 18/20 (2023.01); G06F 18/21 (2023.01); G06F 18/24 (2023.01);
U.S. Cl.
CPC ...
G06N 20/20 (2019.01); G06F 18/2193 (2023.01); G06F 18/24765 (2023.01); G06F 18/285 (2023.01);
Abstract

A system and method for model auto-selection for a prediction using an ensemble of machine learning models. The method includes: receiving historical data, the historical data including previous outcomes of a plurality of events associated with a plurality of data categories; training candidate machine learning models with the historical data, each candidate machine learning model trained using a respective one of the data categories; and determining an ensemble of machine learning models by determining a median prediction for combinations of candidate machine learning models and determining the combination that has the median prediction that is closest to at least one of the previous outcomes.


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