We provide a monotone non increasing sequence of upper bounds ($k\ge 1f$ on simple sets like the unit hypercube. The novelty with respect to the converging sequence of upper bounds in [J.B. Lasserre, A new look at nonnegativity on closed sets and polynomial optimization, SIAM J. Optim. 21, pp. 864–885, 2010] is that only elementary computations are required. For optimization over the hypercube, we show that the new bounds have a rate of convergence in $O(1/\sqrt {k})O(1/k)$ for quadratic polynomials and more generally for polynomials having a rational minimizer in the hypercube. In comparison, evaluation of all rational grid points with denominator produces bounds with a rate of convergence in , but at the cost of function evaluations, while the new bound needs only elementary calculations.

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