How do you kill a willow tree?

I have a pond on my property. On it, there is a small, ugly willow tree that does nothing but block my neighbors view of my pond. I was able to cut it down to nothing but a few stumps. Someone had already done this a few years ago but it had grown back. What can I do to prevent this tree from growing back?