Infeasibility Correction in Conic Setting

In this paper we discuss the optimal correction of infeasible linear inequalities in the second order conic setting. We show that unlike linear inequalities in nonnegative orthant, in the conic setting the optimal correction is not doable by solving lower dimensional convex problems. For specific cases, encouraging numerical results are reported