Let P be a polyhedron in [ 0 , 1 ] n </msup> defined by the co

Gael Gardner

Gael Gardner

Answered question

2022-05-27

Let P be a polyhedron in [ 0 , 1 ] n defined by the constraints A x b for A R m × n , x R n , and b R m .
In the solutions of an exercise, the following is mentioned:
"Since the first n constraints are linearly independent, they correspond to a basic solution of the system which, a priori, may be feasible or infeasible. This solution is obtained by replacing inequalities with equalities and computing the unique solution of this linear system."
So I am quite confused about this:
1) Why does "linear independent constraints" imply that "basic solution"?
2) Is a basic solution not always feasible?

Answer & Explanation

sag2y8s

sag2y8s

Beginner2022-05-28Added 10 answers

1) Linearly independant constraints define linearly independant hyperplanes at equality ( A x = b for the lines concerned), the intersection of which is a point (or a vector, depending on your way of looking at this).
2) You have no guarantee that this point will satisfy all the other constraints.

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