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In mathematics, a constraint set refers to the collection of restrictions or limitations placed on the variables within an optimization problem. These constraints define a feasible region where solutions must lie. For example, in a factory producing two commodities, x1 and x2, constraints might include the limited availability of raw materials, machine time, or labor. These limitations are expressed as inequalities, such as x2 ≤ 5 or x1 + x2 ≤ 10, and the requirement that variables cannot be negative (x1 ≥ 0, x2 ≥ 0). The goal of optimization is to find the values of these variables within the constraint set that maximize or minimize an objective function. The simplex method is a standard technique used to find optimal solutions within these constrained systems.123

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