Inherent Tradeoffs in Learning Fair Representations

Keyphrases

• Fair Representation Learning 100%
• Group-wise 66%
• Protected Characteristics 66%
• Statistical Parity 66%
• Barycenter 66%
• Tight 33%
• Between-group 33%
• Real-world Application 33%
• Error Rate 33%
• High Stakes 33%
• Bayes 33%
• Analytic Solution 33%
• Classification Problem 33%
• Oracle 33%
• Machine Learning Applications 33%
• Base Rates 33%
• Uncertainty Principle 33%
• Linear Programming 33%
• Statistical Accuracy 33%
• Impossibility Theorem 33%
• Joint Error 33%
• Machine Learning System 33%
• Predicted Targets 33%
• Bayes Optimal Classifier 33%
• Randomized Classifier 33%

Computer Science

• World Application 100%
• Classification Problem 100%
• Optimal Classifier 100%
• Linear Program 100%
• Analytics Solution 100%
• Basic Paradigm 100%
• Machine Learning 100%
• Learning System 100%

Mathematics

• Center of Gravity 100%
• Error Rate 50%
• Classification Problem 50%
• Linear Program 50%