Kentucky Derby Betting Pool
Have each guest bring a $5 bill for the pool. 
Write the names of the Derby entries on slips of paper.  Have each guest draw a slip as they arrive at the party and deposit their $5 bill.  The horse's name that they draw becomes the horse that they "sponsor" for the race.  The guest who's horse wins takes home the loot!!