Ryota Ushio

Practical estimation of the optimal classification error with soft labels and calibration

While the performance of machine learning systems has experienced significant improvement in recent years, relatively little attention has been paid to the fundamental question: to what extent can we improve our models? This paper provides a means of answering this question in the setting of binary…