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Find a necessary and sufficient condition for the linear equation Ax = b to have no solution. (hint: Use duality to find a strong alternative to Ax = b).

GBa
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  • More generally, you've asked a lot of interesting linear programming questions over the past few weeks that I've enjoyed thinking about and sometimes answering. Because of that I'm curious why you are asking all of these questions. – Mike Spivey Nov 10 '10 at 17:59
  • @Mike: This is not homework but a review problem I'm having trouble with. I'm currently studying various aspects of linear-optimization and implementing them with a computer science background. When problems scale to hundreds of dimensions these problems can help to save many CPU cycles. Mike, I greatly appreciate all the help you've given so far. – GBa Nov 11 '10 at 03:03
  • You're welcome. It's been fun. And thanks for satisfying my curiosity. – Mike Spivey Nov 11 '10 at 05:52

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Solution exists iff $b$ is orthogonal to the null space of $A^{*}$. This is typically referred to as the Fundamental Theorem of Linear Algebra.