Yes, for the first derivative in the unimodal case. However, the problem is more interesting for multimodal distributions. The following article discusses an analytic approach to finding the modes of mixed Gaussian distributions. http://faculty.ucmerced.edu/mcarreira-perpinan/papers/pami00.pdf