Second Order Calibration: A Simple Way to Get Approximate Posteriors

Omkar Muralidharan, Amir Najmi

Many large-scale machine learning problems involve estimating an unknown parameter ${\theta }_i$ for each of many items. For example, a key problem in sponsored search is to estimate the…