Convolution based smooth approximations to the absolute value function with application to non-smooth regularization

Sergey Voronin, Gorkem Ozkaya, Davis Yoshida

We present new convolution based smooth approximations to the absolute value function and apply them to construct gradient based algorithms such as the nonlinear conjugate gradient…