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. 10, 2020

Filed:

Apr. 27, 2016
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Hani Jamjoom, Cos Cob, CT (US);

David M. Lubensky, Brookfield, CT (US);

Justin G. Manweiler, Somers, NY (US);

Katherine Vogt, New York, NY (US);

Justin D. Weisz, Stamford, CT (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06Q 10/10 (2012.01); H04L 12/58 (2006.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06Q 10/109 (2013.01); H04L 51/24 (2013.01);
Abstract

A database comprises historical information of a user's response to previous notifications. The database is accessed to determine a time at which to provide a (new) notification to the user, utilizing at least: a) current user activity status (e.g., determined from measurement information collected from one or more personal devices and/or user calendar events; b) time/day; and c) context information about the notification (e.g., geo-location, indoors/outdoors) including notification type (e.g., calendar entry, email, IM). The user gets the notification via a portable device at the determined time. A machine learning model can select the determined time by discriminating features of the previous notifications for which the user immediately attended versus those that were deferred and/or ignored. Content of the notification can also be altered in view of such discriminating features so as to increase a likelihood the user will immediately attend to the provided notification.


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