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. 04, 2022

Filed:

Jul. 30, 2019
Applicant:

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

Inventors:

Andrew R. Freed, Cary, NC (US);

Norbert Herman, Denver, CO (US);

Shubhadip Ray, Secaucus, NJ (US);

Avik Sanyal, Kolkata, IN;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/9032 (2019.01); G06N 20/00 (2019.01); G06F 16/903 (2019.01);
U.S. Cl.
CPC ...
G06F 16/9032 (2019.01); G06F 16/90335 (2019.01); G06N 20/00 (2019.01);
Abstract

Methods, computer program products, and systems are presented. The methods include, for instance: determining user clusters and navigation-type clusters based on multiple information requests, and training facets and corresponding usefulness factor of the facets from the multiple information requests by machine learning. When a user submits a query, the user and the query is respectively mapped with one of the user clusters and the navigation-type clusters, and the query is customized based on the associated pair of clusters. Results of the query are obtained, ranked by usefulness of the facets as determined according to the pair of clusters, and presented to the user.


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