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:
Nov. 05, 2019

Filed:

Jun. 28, 2016
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Jamie Broomall, Seattle, WA (US);

Alexandre Alexandrovich Klementiev, Berlin, DE;

Amber Autrey Taylor, Seattle, WA (US);

Assignee:

Amazon Technologies, Inc., Seattle, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 12/18 (2006.01); H04L 29/08 (2006.01); H04L 12/58 (2006.01); G06F 3/0484 (2013.01); G06F 17/27 (2006.01); G06N 5/04 (2006.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
H04L 12/1822 (2013.01); G06F 3/04842 (2013.01); G06F 17/2705 (2013.01); G06F 17/2785 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01); H04L 51/32 (2013.01); H04L 67/22 (2013.01); H04L 67/306 (2013.01);
Abstract

Systems and methods are provided for spitting a population of users into electronic discussion groups or subgroups to facilitate more engaging conversations. Discussion profiles may be generated for individual users based on behavioral data, linguistic analysis, and demographic data. A target group size may be determined based on an analysis of user engagement levels within a number of discussion groups of varying sizes. One or more machine learning models may be configured to assign users to groups based on the users' similarity to each other and their conversation styles in order to maximize expected user engagement across the different groups.


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