METRIC SPECIFIC MACHINE LEARNING MODEL IMPROVEMENT THROUGH METRIC SPECIFIC OUTLIER REMOVAL
Patent №
US 11,501,239
Granted
2022-11-15
Filed 2020
Owner
INTERNATIONAL BUSINESS MACHINES CORPORATION
Lab
AI components
4
ml · planning · evo · hardware
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
16822081
Embodiments are disclosed for a method for machine learning model training outliers. The method includes determining multiple metric values for corresponding transactions generated by a machine learning model. The method also includes deleting multiple preliminary outliers from the transactions based on a derived cut-off value. Further, the method includes identifying an absolute goal for improving a metric of the machine learning model. Additionally, the method includes identifying multiple training outliers from the remaining transactions. The remaining transactions include the transactions remaining after deleting the preliminary outliers. Also, a metric value of the remaining transactions meets the absolute goal.
AI classification
Ownership
INTERNATIONAL BUSINESS MACHINES CORPORATION
assignment · 521450771
Assignors
CMIELOWSKI, LUKASZ G., SOBALA, WOJCIECH, ERAZMUS, MAKSYMILIAN, BIGAJ, RAFAL
On an employer assignment, the assignors are typically the inventors.