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Our research demonstrates the feasibility of Integer Linear Programming (ILP) to style a mid-density genotyping panel from heterogenous source information. In the absence of available high-confidence targets, and supplied the look conditions and objectives could be expressed as linear equations, ILP is more explainable than machine Understanding an