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. 29, 2025

Filed:

Sep. 11, 2020
Applicant:

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

Inventors:

Diptikalyan Saha, Bangalore, IN;

Philips George John, Kottayam, IN;

Vitobha Munigala, Secunderabad, IN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2018.12); G06F 16/2458 (2018.12); G06F 16/904 (2018.12);
U.S. Cl.
CPC ...
G06N 20/00 (2018.12); G06F 16/2477 (2018.12); G06F 16/904 (2018.12);
Abstract

A method, system, and computer program product for explaining predictions made by black box time series models. The method may include identifying a black box time series model. The method may also include predicting one or more time instances using the black box time series model. The method may also include selecting a predicted time instance from the predicted data. The method may also include receiving training data for the black box time series model. The method may also include generating a set of white box time series models similar to the black box time series model. The method may also include selecting a preferred white box time series model. The method may also include analyzing behavior of the preferred white box time series model. The method may also include generating an explanation illustrating why the black box time series model forecasted the predicted time instance.


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