Taking the Lasso method as its starting point, this book describes the main ingredients needed to study general loss functions and sparsity-inducing regularizers.
Examples include the Lasso and group Lasso methods, and the least squares method with other norm-penalties, such as the nuclear norm..
Taking the Lasso method as its starting point, this book describes the main ingredients needed to study general loss functions and sparsity-inducing regularizers