Accelerate the Warm-up Stage in the Lasso Computation via a Homotopic Approach

Yujie Zhao, Xiaoming Huo

In optimization, it is known that when the objective functions are strictly convex and well-conditioned, gradient-based approaches can be extremely effective, e.g., achieving the e…