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This Special Issue reprint from Mathematics presents, in addition to the Editorial, 18 research papers in the field of Discrete Optimization. The subjects addressed in this reprint cover a broad spectrum of subjects, e.g., graphs and networks, single- and two-machine scheduling, and goal programming.