We have been auditing billboards in Times Square for years at Carroll Media, and here is an interesting article regarding how much some of the displays cost to advertise.

http://www.mediapost.com/publications/article/190093/times-square-billboard-costs-36-million-a-year.html#axzz2GP0fvgNh