According to the SNK team in an Neo Geo Freak Magazine interview, 'Hon Fu' was originally going to be a legendary karate master, but the team wanted him to use nunchuks, so they decided to use Chinese martial arts (Kung-Fu) for him instead.
Contributed by ProtoSnake