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Peter Benner, Akwum Onwunta, Martin Stoll. Block-Diagonal Preconditioning for Optimal Control Problems Constrained by PDEs with Uncertain Inputs. SIAM J. Matrix Analysis Applications, 37(2):491-518, 2016. [doi]