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:
Mar. 21, 2023

Filed:

Jun. 20, 2019
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

David Heckerman, Bellevue, WA (US);

Mohammad Taha Bahadori, Seattle, WA (US);

Zachary Chase Lipton, Pittsburgh, PA (US);

Assignee:

Amazon Technologies, Inc., Seattle, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/00 (2006.01); G06N 3/084 (2023.01); G06N 20/10 (2019.01); G06K 9/62 (2022.01);
U.S. Cl.
CPC ...
G06N 3/084 (2013.01); G06K 9/623 (2013.01); G06K 9/6218 (2013.01); G06K 9/6277 (2013.01); G06N 20/10 (2019.01);
Abstract

Techniques for generating multiple-resolutions of time series data are described. An input irregular time series having a plurality of data points is obtained, each data point of the plurality of data points including a timestamp and a feature vector. Based on the input irregular time series, multiple variant time series are generated. A data point in one of the variant time series is based in part on a combination of at least two data points of the input irregular time series. The multiple variant time series can then be used for machine learning tasks such as training a machine learning model or using a machine learning model to infer an output.


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