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. 02, 2021

Filed:

Feb. 04, 2019
Applicant:

Adobe Inc., San Jose, CA (US);

Inventors:

Tommaso Teofili, Rome, IT;

Antonio Sanso, Duggingen, CH;

Assignee:

ADOBE INC., San Jose, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/901 (2019.01); G06K 9/62 (2006.01); G06F 16/903 (2019.01); G06F 16/185 (2019.01);
U.S. Cl.
CPC ...
G06F 16/9027 (2019.01); G06F 16/185 (2019.01); G06F 16/90335 (2019.01); G06K 9/6276 (2013.01);
Abstract

A computer system generates a similarity-optimized hierarchy for hierarchical data to improve data access performance and content discovery. An example method includes receiving hierarchical data in an original hierarchy having a plurality of nodes and a depth of d, generating a respective embedding for each node of the plurality of nodes, and determining, for each node of the plurality of nodes, respective k-nearest neighbors based on the respective embedding. Starting with nodes at depth din the original hierarchy, the method includes generating sibling groups, each sibling group having at least one node at depth d, identifying, for each node at depth d, a similarity-optimized parent from depth d−1, and associating each node at depth d with its respective similarity-optimized parent in a similarity-optimized hierarchy. The method also includes completing the similarity-optimized hierarchy by repeating the generating, identifying and associating with nodes at depth d−1 until reaching the hierarchy root.


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