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. 02, 2024

Filed:

May. 24, 2018
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Teodora Buda, Dublin, IE;

Hitham Ahmed Assem Aly Salama, Dublin, IE;

Bora Caglayan, Dublin, IE;

Faisal Ghaffar, Castle Dunboyne, IE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/04 (2023.01); G06F 17/18 (2006.01); G06N 7/01 (2023.01);
U.S. Cl.
CPC ...
G06F 17/18 (2013.01); G06N 5/04 (2013.01); G06N 7/01 (2023.01);
Abstract

According to an embodiment of the present invention, an approach accurately detects anomalies or outliers of a time-series dataset. A method for identifying whether a particular data element of the time-series dataset is an outlier comprises predicting a value for that particular data element and obtaining a threshold value that defines, relative to the predicted value, whether an actual value of the data element is an outlier. In an aspect of a present invention embodiment, the threshold value is generated based on historic error values associated with data elements temporally preceding the particular data element of the time-series dataset.


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