Where can I find Duel Monster tournaments in the U.S.?
Your Local Gaming/Comic Book Shop likely hosts Yu-Gi-Oh tournaments, along with similar games such as Magic the Gathering, Force of Will, Pokemon, etc. 

Without knowing your location, I cannot point you to a specific shop, but there is a store locator available Here