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. 21, 2025

Filed:

Dec. 08, 2020
Applicant:

Electronics and Telecommunications Research Institute, Daejeon, KR;

Inventors:

Myung-eun Lim, Daejeon, KR;

Do Hyeun Kim, Goyang, KR;

Jae Hun Choi, Daejeon, KR;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/04 (2023.01); G06F 18/2113 (2023.01); G06F 18/213 (2023.01); G06N 3/084 (2023.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06N 5/04 (2013.01); G06F 18/2113 (2023.01); G06F 18/213 (2023.01); G06N 3/084 (2013.01); G06N 20/20 (2019.01);
Abstract

Disclosed is a device which includes a data manager, a learner, and a predictor. The data manager generates output data based on time-series data, receives device prediction results corresponding to the output data from the prediction devices, and calculates device errors based on the difference between device prediction results and time-series data. The learner may adjust a parameter group of a prediction model for generating device weights, based on device prediction results and device errors. The predictor generates the ensemble result of first and second device prediction results based on device weights.


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