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:
Apr. 21, 2025

Filed:

Oct. 01, 2017
Applicant:

Allstate Insurance Company, Northbrook, IL (US);

Inventors:

Neal Edgar Coleman, Ii, Evanston, IL (US);

Matthew Davis Best, Chicago, IL (US);

Assignee:

Allstate Insurance Company, Northbrook, IL (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G05D 1/00 (2023.12); B60W 30/00 (2005.12); G06N 20/00 (2018.12); G08G 1/01 (2005.12); G08G 1/0967 (2005.12);
U.S. Cl.
CPC ...
G05D 1/0055 (2012.12); B60W 30/00 (2012.12); G08G 1/0104 (2012.12); G08G 1/0112 (2012.12); G08G 1/012 (2012.12); G08G 1/0129 (2012.12); G08G 1/0145 (2012.12); G08G 1/096725 (2012.12); G08G 1/096741 (2012.12); G08G 1/096775 (2012.12); G06N 20/00 (2018.12);
Abstract

Systems and apparatuses for using machine learning to generate a safety output are provided. In some examples, data may be received from a plurality of sources, may be analyzed and one or more machine learning datasets may be generated based on the analyzed data. In some arrangements, data may be received from one or more vehicles. The vehicles may be autonomous, semi-autonomous, or non-autonomous, and/or configured to operate in one or more of those modes. The data may be evaluated based on the one or more machine learning datasets to determine a safety output associated with the data. The safety output may then be used to classify the data and/or to generate one or more instructions for operation of an autonomous vehicle. The instruction(s) may be transmitted to the autonomous vehicle and may modify operation of the vehicle (e.g., to improve safety associated with the vehicle).


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Coleman, Ii, Neal. (2025). Data processing system with machine learning engine for providing driving data analysis and vehicle control functions (U.S. Patent No. 12282327). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12282327

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