Yes, it is possible to change to a different kind of accommodation; however, you will be charged a cancellation fee in that case. If you are planning a long-term stay and wondering whether to choose a homestay or an apartment, we recommend that you first apply for a few months of homestay instead of for the entire period of your stay in Japan. That way, you can either extend your homestay, or move out without a cancellation fee.