Aidan Perreault

Comparing Distributions by Measuring Differences that Affect Decision Making

Measuring the discrepancy between two probability distributions is a fundamental problem in machine learning and statistics. We propose a new class of discrepancies based on the optimal loss for a decision task -- two distributions are different if the optimal decision loss is higher on their mixtur…