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:
Sep. 06, 2022

Filed:

Sep. 13, 2019
Applicant:

Change Healthcare Holdings, Llc, Nashville, TN (US);

Inventor:

Alex Londeree, San Francisco, CA (US);

Assignee:

CHANGE HEALTHCARE HOLDINGS, LLC, Nashville, TN (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 7/02 (2006.01); G06F 16/00 (2019.01); G06N 20/00 (2019.01); G06F 16/33 (2019.01); G06Q 30/02 (2012.01); G06F 16/35 (2019.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/3344 (2019.01); G06F 16/3347 (2019.01); G06F 16/353 (2019.01); G06Q 30/0224 (2013.01);
Abstract

A method, apparatus and computer program product are provided for implementing an actor-critic model for processing a large document. The document is processed in smaller portions, and the information is accumulated or aggregated in a vector representation of the document. The vector representation may be reconfigured with each time step so that the vector representation includes an estimate of the most relevant information from the document processed thus far. The vector representation may be used to classify the document, such as by determining a primary and/or secondary diagnosis in a medical record. Feedback from the critic is provided in the form of a reward signal to the actor, which fine tunes its parameters and processes the different portions of the document. The actor-critic model may be trained with training data including documents and their known associated classifications.


Find Patent Forward Citations

Loading…