Bounding the fairness and accuracy of classifiers from population statistics

Keyphrases

• Population Statistics 100%
• Aggregate Statistics 100%
• Efficient Procedure 33%
• Patient Identification 33%
• Classification Model 33%
• Validation Set 33%
• Black Box 33%
• Fair Behaviors 33%
• Practical Procedures 33%
• Online Query 33%
• Equalized Odds 33%
• Lowerbound 33%

Computer Science

• Unfairness 100%
• Population Statistic 100%
• Validation Set 50%
• Classification Models 50%
• Internet Search 50%
• Positive Prediction 50%

Mathematics

• Statistics 100%
• Subpopulation 50%
• Black Box 25%