Synonyms for Belly Laugh (same or very similar meaning)
WordNet sense 1 (a burst of deep loud hearty laughter):
guffawWordNet sense 2 (a joke that seems extremely funny):
howler, riot, scream, wow, sidesplitter, thigh-slapperFrom the ODE community, based on WordNetadd/edit