If we are given random points in the hypercube , then the minimum length of a Traveling Salesperson Tour through the points, the minimum length of a spanning tree, and the minimum length of a matching, etc., are known to be asymptotically a.s., where is an absolute constant in each case. We prove separation results for these constants. In particular, concerning the constants , , , and from the asymptotic formulas for the minimum length TSP, spanning tree, matching, and 2-factor, respectively, we prove that , , and for all . We also asymptotically separate the TSP from its linear programming relaxation in this setting. Our results have some computational relevance, showing that a certain natural class of simple algorithms cannot solve the random Euclidean TSP efficiently.

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