Algorithm for solving Arbitrary distribution Chance constraint Chance constraints Chance-constrained optimizations Constrained optimization Constraint functions Hilbert spaces Inverse problems Kernel trick Manipulators Nonparametric uncertainties Reproducing Kernel Hilbert spaces Robust-optimal controls Space embedding Uncertainty analysis Vector spaces nonparametric uncertainty robust optimal control