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:
Nov. 25, 2025
Filed:
Jul. 08, 2024
Sondermind Inc., Denver, CO (US);
Jonathan Knights, Lawrenceville, NJ (US);
Xiao Yang, Lancaster, PA (US);
Holly Dubois, McQueeney, TX (US);
Vincent Mysliwiec, San Antonio, TX (US);
Hanjie Shen, Issaquah, WA (US);
SonderMind Inc., Denver, CO (US);
Abstract
In some embodiments, a method includes receiving longitudinal interaction data. The longitudinal interaction data is sorted into a plurality of bins. Using a run-length encoder, at least one inactivity period indication is generated, and an inferred period indication is generated based on the at least one inactivity period indication. The method also includes (1) generating, based on the plurality of bins, a plurality of activity metrics and (2) sorting, using a clustering model and based on the plurality of activity metrics, the plurality of bins to produce an inactivity cluster. An expected period indication and a characteristic value are generated based on (1) the inferred period indication and (2) the expected period indication. A series of actions is determined by providing, via the processor, the characteristic value as input to a machine learning model.