Linear functions, polyhedra and linear programming problems¶
Part 1 of the course, volume 1 of the lecture notes. Linear functions (gradient, Hessian and level sets), half-spaces and polyhedra, linear optimization problems with their optimal solutions, examples and properties, the canonical and standard forms with the graphical method, possible outcomes and equivalences between forms.
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1. Linear functions
Linear functions
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2. Half-spaces and polyhedra
Half-spaces and supporting hyperplanes · Polyhedra
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3. Linear optimization problems
Linear Programming problems · Examples and properties of linear optimization problems
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4. Linear Programming problems
Canonical maximization form · Standard maximization form
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5. Possible outcomes and equivalent formulations
The two reference forms · Infeasible and unbounded LP problems · Equivalent reformulations