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. 29, 2024

Filed:

Aug. 07, 2020
Applicant:

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

Inventors:

Debasis Ganguly, Dublin, IE;

Martin Gleize, Dublin, IE;

Ambrish Rawat, Dublin, IE;

Yufang Hou, Dublin, IE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/901 (2019.01); G06F 17/16 (2006.01); G06F 18/22 (2023.01);
U.S. Cl.
CPC ...
G06F 16/9024 (2019.01); G06F 17/16 (2013.01); G06F 18/22 (2023.01); G06N 20/00 (2019.01);
Abstract

Methods, computer program products and/or systems are provided that perform the following operations: obtaining a collection of objects; constructing a weighted graph based on the collection of objections, wherein the weighted graph preserves neighborhood semantics of objects of the collection of objects; generating partitions of nodes in the weighted graph of a fixed maximum size utilizing combinatorial partitioning; generating a vector for each node based on the partitions of nodes in the weighted graph; determining vector representations for objects in this collection and eventually applying this vector representation of the objects to gain efficiency (e.g., in terms of computation time and memory requirements) for use in downstream tasks such as recommendation.


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