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In this article we investigate the property of complete monotonicity within a special family of functions in variables involving logarithms. The main result of this work provides a linear isomorphism between and the space of real multivariate polynomials. This isomorphism identifies the cone of completely monotone functions with the cone of non-negative polynomials. We conclude that the cone of completely monotone functions in is semi-algebraic. This gives a finite time algorithm to decide whether a function in is completely monotone

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