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:
Jul. 14, 2026

Filed:

May. 18, 2021
Applicant:

Oregon State University, Corvallis, OR (US);

Inventors:

James R. Watson, Corvallis, OR (US);

Andrew John Woodill, Corvallis, OR (US);

Maria Kavanaugh, Corvallis, OR (US);

Assignee:

Oregon State University, Corvallis, OR (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 17/18 (2006.01); G06N 5/04 (2023.01);
U.S. Cl.
CPC ...
G06N 5/04 (2013.01); G06F 17/18 (2013.01); G06N 20/00 (2019.01);
Abstract

A general-purpose approach to solving the core problems of detecting and predicting the actions of invisible actors, and the consequential challenges of intervention and prevention. The operational forecasting system is applied to data gathered from complex systems. The operational forecasting system uses novel early-warning signals that are based on anomalous behaviors of actors/agents that are observed, as they respond to those unobserved actors that are the source of systemic change. The operational forecasting system targets predicting when an event will occur, before it does, based on the anomalous behaviors of observed actors responding to those invisible actors that are creating the perturbation (i.e. the murmuration).


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