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Our study demonstrates the feasibility of Integer Linear Programming (ILP) to design a mid-density genotyping panel from heterogenous source data. Within the absence of readily available high-self-assurance targets, and provided the design requirements and aims could be expressed as linear equations, ILP is more explainable than machine Discovering