Before revision:  Based on this new approach, we develop a simple kernel-based algorithm with a closed-form solution . Empirical results show that we are competitive to existing, more complicated algorithms for  instrumental variable regression.
After revision:  Based on this new approach, we develop a simple kernel-based algorithm with an analytic solution based on this formulation . Empirical results show that we are competitive to existing, more complicated algorithms for instrumental variable regression.