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Our study demonstrates the feasibility of Integer Linear Programming (ILP) to layout a mid-density genotyping panel from heterogenous source knowledge. While in the absence of available high-self-assurance targets, and offered the look requirements and objectives is often expressed as linear equations, ILP is more explainable than machine Mastering