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.
Patent No.:
Date of Patent:
Mar. 10, 2026
Filed:
Jun. 22, 2021
International Business Machines Corporation, Armonk, NY (US);
Wojciech Sobala, Cracow, PL;
Lukasz G. Cmielowski, Cracow, PL;
Maksymilian Erazmus, Cracow, PL;
Rafal Bigaj, Cracow, PL;
International Business Machines Corporation, Armonk, NY (US);
Abstract
A method, system, and computer program product for classifying input data of a machine learning model. The method includes obtaining a dataset. The method also includes determining pairwise correlations of the set of features using their values in the dataset. The method also includes selecting one or more pairs of features that are highly correlated. The method also includes creating a density map that contains a set of points. The method also includes determining a low-density area on the density map having a low-density of points from the density analysis. The method also includes identifying records of the dataset that belong to the determined low-density areas. The method also includes labeling the identified records as low-density and labeling the remaining records of the dataset as high-density. The method also includes training a classifier to classify an input record having the set of features as a low-density or high-density record.