Patent ID: 11861513
Assignee: INTERNATIONAL BUSINESS MACHINES CORPORATION
Field: Computer technology (Electrical engineering)
Classification: CPC G | IPC G

Claim 0:
1. A method for monitoring and detecting bias in an application, the method comprising:
indexing, by a bias monitoring computing system, training data;
obtaining, by the bias monitoring computing system, a plurality of correlation values of one or more features in the indexed training data with a target variable; and
for each of the one or more features:
calculating, by the bias monitoring computing system, a first value of correlation of the plurality of correlation values of the one of the one or more features and a favorable result of a judgement by a trained artificial intelligence model;
calculating, by the bias monitoring computing system, a second value of correlation of the plurality of correlation values of the one of the one or more features and a unfavorable result of a judgement by the trained artificial intelligence model;
calculating, by the bias monitoring computing system, an absolute value of a difference between the calculated first value and the calculated second value;
calculating, by the bias monitoring computing system, a total sum of the calculated absolute value of the plurality of correlation values of the one of the one or more features; and

identifying and monitoring, by the bias monitoring computing system, a bias in the one or more features using the calculated first value, the second value, the absolute value, and the total sum.