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. 18, 2023

Filed:

Apr. 14, 2020
Applicant:

Janssen Pharmaceutica NV, Beerse, BE;

Inventors:

Srinivasan Vairavan, Cranbury, NJ (US);

Vaibhav Narayan, Princeton, NJ (US);

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G10L 15/08 (2006.01); G06N 20/10 (2019.01); G10L 15/06 (2013.01); A61B 5/00 (2006.01); A61B 5/02 (2006.01); A61B 7/00 (2006.01);
U.S. Cl.
CPC ...
G10L 15/08 (2013.01); G06N 20/10 (2019.01); G10L 15/063 (2013.01); G10L 2015/0631 (2013.01);
Abstract

System and method for detecting cognitive decline in a subject using a classification system for detecting cognitive decline in the subject based on a speech sample. The classification system is trained using speech data corresponding to audio recordings of speech from normal and cognitive decline patients to generate an ensemble classifier comprising a plurality of component classifiers and an ensemble module. Each of the plurality of component classifiers is a machine-learning classifier configured to generate a component output identifying a sample data as corresponding to a normal patient or a cognitive patient. The machine-learning classifier is generated based on a subset of available features. The ensemble module receives component outputs from all of the component classifiers and generates an ensemble output identifying the sample data as corresponding to a normal or cognitive decline patient based on the component outputs.


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