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:
Apr. 21, 2025

Filed:

Dec. 26, 2017
Applicant:

Elasticsearch B.v., Mountain View, CA (US);

Inventors:

Thomas Veasey, York, GB;

Stephen Dodson, London, GB;

Assignee:

Elasticsearch B.V., Amsterdam, NL;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 5/02 (2022.12); G06F 16/25 (2018.12); G06Q 10/04 (2022.12); G06Q 10/0631 (2022.12);
U.S. Cl.
CPC ...
G06N 5/02 (2012.12); G06F 16/252 (2018.12); G06Q 10/04 (2012.12); G06Q 10/06312 (2012.12); G06Q 10/06314 (2012.12); G06Q 10/06315 (2012.12);
Abstract

Forecasting resource allocation is disclosed. An example method includes receiving operating data from a resource; applying periodicity tests to the received operating data using a plurality of sketches of time series of prior operating data, the periodicity tests generating periodic components; applying regression models to the received operating data, the regression models collectively generating a trend component, each regression model being applied over a different time scale of a plurality of time scales; computing a trend model using the periodic components and a trend component; determining a random process describing the historical evolution of the trend model; and calculating and providing a mean prediction, an upper bound, and a lower bound for resource utilization at a future time using the trend model and a predicted distribution.


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