Two step estimations via the Dantzig selector for models of stochastic processes with high-dimensional parameters

Kou Fujimori, Koji Tsukuda

We consider the sparse estimation for stochastic processes with possibly infinite-dimensional nuisance parameters, by using the Dantzig selector which is a sparse estimation method…