The set of solutions of a system of linear inequalities corresponds to the intersection of the half-spaces defined by individual inequalities.
12.
The " Birkhoff von Neumann theorem " states that this polytope can be described by two types of linear inequality or equality.
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Usually there are, depending on the technology used, additional restrictions that can be modeled as a linear inequalities with integer or binary variables.
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Integer programming is the problem of optimizing a linear or nonlinear objective function over the set of integer points satisfying a system of linear inequalities.
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Hence, a "'closed convex polytope "'may be regarded as the set of solutions to the system of linear inequalities:
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If it is not, there is guaranteed to exist a linear inequality that " separates " the optimum from the convex hull of the true feasible set.
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The coefficients of each row of " A " and " b " correspond with the coefficients of the linear inequality defining the respective half-space.
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It turns out that any linear programming problem can be reduced to a linear feasibility problem ( e . g . minimize the zero function subject to some linear inequality and equality constraints ).
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The above definition requires well-defined operations of addition, multiplication and comparison, therefore the notion of a linear inequality may be extended to ordered rings, in particular, to ordered fields.
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"' Sergei Nikolaevich Chernikov "'( 11 May 1912 23 January 1987; ) was a Russian mathematician who contributed significantly to the development of infinite group theory and linear inequalities.