Complexity of convex polytope volume calculation ? (Volume of Voronoi cell) (Error probability) - MathOverflow most recent 30 from http://mathoverflow.net2013-06-19T15:32:37Zhttp://mathoverflow.net/feeds/question/101240http://www.creativecommons.org/licenses/by-nc/2.5/rdfhttp://mathoverflow.net/questions/101240/complexity-of-convex-polytope-volume-calculation-volume-of-voronoi-cell-errComplexity of convex polytope volume calculation ? (Volume of Voronoi cell) (Error probability)Alexander Chervov2012-07-03T16:25:42Z2012-07-03T17:43:34Z
<p>Assume I have polytope in R^k given by N (k<< N) linear inequalities (A_i x < b_i).
I guess complexity of its volume calculate is higher than linear in "N", am I right ?
(Is the complexity known ? ) </p>
<p>Example: k =120, N=2^24, so probably the only method for practical calculation is Monte-Carlo, am I right ?</p>
<p>Actually my polytope is Voronoi cell for some set of N points, but probably this will not help me, am I right ?</p>
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<p>I have googled for some time, and it seems to me my guesses are correct, but I would prefer to have a comment from expert to confirm my understandings.
Here are some links:
<a href="http://mathoverflow.net/questions/979/algorithm-for-finding-the-volume-of-a-convex-polytope" rel="nofollow">MO question</a> " Algorithm for finding the volume of a convex polytope",</p>
<p><a href="http://fma2.math.uni-magdeburg.de/~henk/lectures/konvexgeometrie%2520analytische%2520aspekte/seminar/lawrence&polytope%2520volume%2520computation.pdf" rel="nofollow">paper by J. Lawrence 1991 </a>"POLYTOPE VOLUME COMPUTATION", see theorem page 260 bottom.</p>
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<p>Motivation.</p>
<p>This problem can be related to the standard telecommunication problem - calculation of error probability for transmission over noisy channel.
Consider space R^k of "all possible signals" choose $N$ points in R^k,
these points are "possible sent signals". Assume received signal r = s + noise.
The task is to restore sent signal from received signal.</p>
<p>Typical algorithm would be just such a sent signal "s" to which Voronoi cell point "r"
belongs to.</p>
<p>Assuming that "noise" is uniformly distributed over some cube $[-\delta, \delta]^k$,
the probability of correct detection would be intersection of the Voronoi cell and this cube divided by cube volume.</p>
<p>PS</p>
<p>Well actually noise is usually Gaussian, but for simplicity I may take uniform.</p>
http://mathoverflow.net/questions/101240/complexity-of-convex-polytope-volume-calculation-volume-of-voronoi-cell-err/101245#101245Answer by Igor Rivin for Complexity of convex polytope volume calculation ? (Volume of Voronoi cell) (Error probability)Igor Rivin2012-07-03T17:43:34Z2012-07-03T17:43:34Z<p>See <a href="http://www.mpi-inf.mpg.de/~tfried/paper/CGTA1.pdf" rel="nofollow">this very nice paper of Bringmann and Fried.</a></p>