  In this article, we introduce the parametrix technique in order to construct
fundamental solutions as a general method based on semigroups and their
generators. This leads to a probabilistic interpretation of the parametrix
method that is amenable to Monte Carlo simulation. We consider the explicit
examples of continuous diffusions and jump driven stochastic differential
equations with H\"{o}lder continuous coefficients.
