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. 22, 2022

Filed:

Mar. 17, 2020
Applicant:

Fujitsu Limited, Kawasaki, JP;

Inventors:

Yusuke Oki, Kawasaki, JP;

Koji Maruhashi, Hachioji, JP;

Assignee:

FUJITSU LIMITED, Kawasaki, JP;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06N 5/04 (2006.01); G06N 20/10 (2019.01); G06F 7/78 (2006.01); G06K 9/62 (2022.01); G06F 17/16 (2006.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01); G06F 7/78 (2013.01); G06F 17/16 (2013.01); G06K 9/6215 (2013.01); G06K 9/6261 (2013.01); G06N 5/046 (2013.01); G06N 20/10 (2019.01);
Abstract

A learning method implemented by a computer, includes: creating an input data tensor including a local dimension and a universal dimension by partitioning series data into local units, the series data including a plurality of elements, each of the plurality of elements in the series data being logically arranged in a predetermined order; and performing machine learning by using tensor transformation in which a transformation data tensor obtained by transforming the input data tensor with a transformation matrix is outputted using a neural network, wherein the learning includes rearranging the transformation matrix so as to maximize a similarity to a matching pattern serving as a reference in the tensor transformation regarding the universal dimension of the input data tensor, and updating the matching pattern in a process of the machine learning regarding the local dimension of the input data tensor.


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