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:
Oct. 06, 2020

Filed:

Aug. 08, 2016
Applicant:

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

Inventors:

Robert G. Farrell, Cornwall, NY (US);

Oktie Hassanzadeh, Port Chester, NY (US);

Mohammad Sadoghi Hamedani, Yorktown Heights, NY (US);

Meinolf Sellmann, Cortlandt Manor, NY (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 16/901 (2019.01); G06N 20/00 (2019.01); G06N 5/02 (2006.01);
U.S. Cl.
CPC ...
G06F 16/9024 (2019.01); G06N 5/022 (2013.01); G06N 20/00 (2019.01);
Abstract

Methods, systems, and computer program products for expressive temporal predictions over semantically-driven time windows are provided herein. A computer-implemented method includes identifying, within a knowledge graph pertaining to a given prediction, a subset of the knowledge graph related to one or more predicted training examples, wherein the subset comprises (i) a set of nodes and (ii) one or more relationships among the set of nodes; determining, for the identified subset, one or more snapshots of the knowledge graph relevant to the given prediction; quantifying a validity window for the one or more predicted training examples, wherein the validity window comprises a temporal bound for prediction validity; and computing a validity window for the given prediction based on the quantified validity window for the one or more predicted training examples.


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