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:
May. 11, 2021
Filed:
Nov. 29, 2017
International Business Machines Corporation, Armonk, NY (US);
Umit M. Cakmak, Cracow, PL;
Lukasz G. Cmielowski, Cracow, PL;
International Business Machines Corporation, Armonk, NY (US);
Abstract
Embodiments of the present invention disclose a method, computer program product, and system for mitigating machine learning performance digression due to insufficient test data availability. A set of data is received, wherein the received set of data is parsed into a set of training data and a set of test data. A trained model is generated and the trained model is applying to the set of test data. A first set of performance values of the tested trained model are recorded and, if above a threshold, associated with a performance baseline value. A set of modified test data is generated and the trained model is applied to the set of modified test data. A second set of performance values are recorded and a performance difference value is calculated based on the performance baseline value and second set of recorded performance values. A table of results is generated, for display.