Penalized least squares approximation methods and their applications to stochastic processes

Takumi Suzuki, Nakahiro Yoshida

We construct an objective function that consists of a quadratic approximation term and a penalty term. Thanks to the quadratic approximation, we can deal with various kinds of loss…