The "fat laughing Buddhas" are actually from Chinese culture, and most people believe that it is not connected to the founder of Buddhism, Siddhārtha Gautama, rather it is a representation of someone else, you can read on that here:
You can see that here
http://en.wikipedia.org/wiki/Hotei...