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. 05, 2024

Filed:

Jun. 12, 2020
Applicant:

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

Inventors:

Wojciech Sobala, Cracow, PL;

Rafal Bigaj, Cracow, PL;

Lukasz G. Cmielowski, Cracow, PL;

Maksymilian Erazmus, Zasów, PL;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/18 (2006.01); G06F 17/10 (2006.01); G06F 17/15 (2006.01); G06N 7/00 (2023.01); G06N 20/00 (2019.01); G06N 20/10 (2019.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 17/10 (2013.01); G06N 7/00 (2013.01);
Abstract

An approach for selecting a transformed prediction model for estimating the uncertainty of prediction associated with machine learning is disclosed. The approach determines a function corresponding to a prediction interval based on one or more datasets and calculates one or more sets of prediction interval parameters associated with the function based on training a set of regression models with the one or more datasets. The approach creates one or more transformed predictions based on the one or more sets of parameters and based on a logical distance and selects a transformed prediction model based on a mean absolute correlation from the one or more transformed predictions. Furthermore, the approach outputs the selected transformed prediction model.


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