  In this paper we propose a kernel based COBRA which is a direct approximation
of the original COBRA. We propose a novel tuning procedure for original COBRA
parameters based on this kernel approximation. We show that our proposed
algorithm provides much better accuracy than other COBRAs and faster than usual
Gridsearch COBRA. We use two datasets to illustrate our proposed methodology
over existing COBRAs.
