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. 29, 2025

Filed:

Nov. 01, 2021
Applicant:

Optum, Inc., Minnetonka, MN (US);

Inventors:

Megan O'Brien, Kildare, IE;

Damian Kelly, Kildare, IE;

Gregory Buckley, Dublin, IE;

Colleen B. Caveney, Lowell, MA (US);

Assignee:

Optum, Inc., Minnetonka, MN (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G08B 21/04 (2005.12); G06N 20/00 (2018.12);
U.S. Cl.
CPC ...
G08B 21/0423 (2012.12); G06N 20/00 (2018.12); G08B 21/0415 (2012.12); G08B 21/0438 (2012.12);
Abstract

Various embodiments provide methods, apparatus, systems, computing entities, and/or the like, for identifying deviated behavior of an individual indicated by outlying activity counts and outlying activity timings classified by a prediction interval profile generated from historical behavior data. In an embodiment, an example method comprises accessing sensor data describing behavioral activities of an individual during historical time periods and generating a prediction interval profile for the behavioral activities comprising a predicted count interval within a prediction time period for at least some behavioral activities. The method further includes receiving sensor data for the prediction time period and extracting an observed activity count and an observed activity timing for each behavioral activity. The method then includes classifying a particular behavioral activity as a behavioral deviation if the observed activity count does not satisfy the predicted count interval and/or if the observed activity timing does not satisfy the predicted timing interval.


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