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:
Dec. 26, 2023

Filed:

Apr. 17, 2023
Applicant:

Towers Watson Software Limited, Reigate, GB;

Inventors:

Rachael McNaughton, Reigate, GB;

Richard Bland, Reigate, GB;

Colin Towers, Reigate, GB;

William James, Reigate, GB;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/02 (2023.01); G06N 5/022 (2023.01); G06Q 40/08 (2012.01); G06N 5/01 (2023.01);
U.S. Cl.
CPC ...
G06N 5/022 (2013.01); G06N 5/01 (2023.01); G06Q 40/08 (2013.01);
Abstract

A layered machine learning system for processing data. The machine learning system comprises decision trees with different depths. An iterative training process is performed on the layered machine learning system to determine the structures of the decision trees based on prior predictions. The fitted decision trees are further configured to update leaf values with a gradient boosting method. By cumulating the predictions of decisions trees in prior iterations, interaction effects are modeled among different depths within the layered machine learning system.


Find Patent Forward Citations

McNaughton, Rachael. (2023). Methods for development of a machine learning system through layered gradient boosting (U.S. Patent No. 11853906). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/11853906

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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