Solving a system of linear inequalities - MathOverflow most recent 30 from http://mathoverflow.net2013-06-19T00:48:06Zhttp://mathoverflow.net/feeds/question/102566http://www.creativecommons.org/licenses/by-nc/2.5/rdfhttp://mathoverflow.net/questions/102566/solving-a-system-of-linear-inequalitiesSolving a system of linear inequalitiesStar2012-07-18T17:32:27Z2012-07-18T20:36:26Z
<p>Consider the following system of inequalities:</p>
<p>$Ax=b$;
$x\geq 0$;</p>
<p>A is a $m\times n$ (non-square) and sparse matrix in which some part of entries are rational. How this system can be solved without using linear programming? </p>
http://mathoverflow.net/questions/102566/solving-a-system-of-linear-inequalities/102581#102581Answer by tergi for Solving a system of linear inequalitiestergi2012-07-18T20:36:26Z2012-07-18T20:36:26Z<p>From <a href="http://www.faqs.org/faqs/linear-programming-faq/" rel="nofollow">http://www.faqs.org/faqs/linear-programming-faq/</a></p>
<p>Q6.4: "I just want to know whether or not a feasible solution <em>exists</em>."</p>
<p>A: From the standpoint of computational complexity, finding out if an LP
model has a feasible solution is essentially as hard as actually finding the
optimal LP solution, within a factor of 2 on average, in terms of effort in
the Simplex Method; plug your problem into a normal LP solver with any
objective function you like, such as c=0. For MIP models, it's also
difficult - if there exists no feasible solution, then you must go through
the entire Branch and Bound procedure (or whatever algorithm you use) to
prove this. There are no shortcuts in general, unless you know something
useful about your model's structure (e.g., if you are solving some form of a
transportation problem, you may be able to assure feasibility by checking
that the sources add up to at least as great a number as the sum of the
destinations).</p>