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:
Jan. 24, 2017

Filed:

Aug. 05, 2015
Applicant:

Linkedin Corporation, Mountain View, CA (US);

Inventors:

Samir M. Shah, San Francisco, CA (US);

Lili Wu, Palo Alto, CA (US);

Manas Khadilkar, Mountain View, CA (US);

Assignee:

LinkedIn Corporation, Sunnyvale, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 15/18 (2006.01); G06N 99/00 (2010.01); H04L 29/08 (2006.01); G06F 3/0484 (2013.01); G06F 17/30 (2006.01); G06N 7/00 (2006.01); G06Q 10/10 (2012.01); G06Q 50/00 (2012.01);
U.S. Cl.
CPC ...
G06N 99/005 (2013.01); G06F 3/04842 (2013.01); G06F 17/30896 (2013.01); G06N 7/005 (2013.01); G06Q 10/10 (2013.01); G06Q 50/01 (2013.01); H04L 67/02 (2013.01);
Abstract

In an example embodiment, for each of a plurality of possible presented actions corresponding to a particular flow of actions in a computer network, and for each of one or more possible performed actions for each possible presented action, a likelihood that a user will perform the possible performed action is determined. Then, a first presented action is identified by determining a presented action having a maximum determined likelihood, based on the determined likelihood, wherein the identifying a first presented action includes utilizing a machine learning model having one or more user covariates and one or more performed action covariates, and interactions between the one or more user covariates and the one or more performed action covariates, the user covariates including information specific to the user, the one or more performed action covariates including information specific to one or more of the possible performed actions.


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