Kernel estimates are an integral part of non-parametric statistics. Convolutions of the kernels can be found in some expressions describing properties of kernel estimates. This paper presents the exact construction of convolutions of polynomial kernels and their properties. (C) 2016 Mathematical Institute Slovak Academy of Sciences