On average roughly 66% of those interviewed are accepted. Interviewing earlier always helps your chances because there are more seats open. Later you get into the cycle, you will see more waitlists, acceptances contingent upon available seats, acceptance for next year's class, etc.
Also know that the earlier you get an interview, the more competitive of an applicant you probably are for that particular school.