Let's say I have two categorical features: Movie, Director. I one-hot encode both the Movie and Director features for use in a linear regression model.
The problem is that two or more movies may be directed by the same director. i.e. a particular director's bit may be on for two or more different movies. Would this be a problem? Should I be combining movie and director into one feature?