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Compute $c[k] = \min_{i} a[i] + b[k-i]$ for all values of k efficiently with the algorithm described in M. Bussieck, H. Hassler, G. J. Woeginger, and U. T. Zimmermann: Fast algorithms for the maximum convolution problem. Oper. Res. Let. , 15:1–5, 1994.