ALEXANDRIA, Va., July 9 -- United States Patent no. 12,353,473, issued on July 8, was assigned to Hewlett Packard Enterprise Development LP (Spring, Texas).
"Image data bias detection with explainability in machine learning" was invented by Satish Kumar Mopur (Bangalore, India) and Krishnaprasad Lingadahalli Shastry (Bangalore, India).
According to the abstract* released by the U.S. Patent & Trademark Office: "Bias in Machine Learning (ML) is when an ML algorithm tends to incompletely learn relevant and important patterns from a dataset, or learns the patterns from data incorrectly. Such inaccuracy can cause the algorithm to miss important relationships between patterns and features in data, resulting in inaccurate algorithm predictions. ...