How to insert a section header on its own page centered vertically and horizontally?

Question

I'm using R Markdown and knitting to pdf. I'd like to have a # Header centered vertically and horizontally on its own page. Unfortuinately,

\center # Header \center

and

\begin{centering}
# Header
\end{centering}

don't work for me.