I'll be in Osaka, Kyoto and Tokyo for about a week at the start of November and would love to see some stars on a starry night. Unfortunately, I don't have a driver's license and I don't know anyone in those areas. I believe my best bet is to take a train out of the city for the opportunity. Since I already book my hotel in those areas, I don't want to stay overnight so I would like to come back after I take in the view. Is it possible to star gaze in this situation?
Edit: I really appreciate the comments and suggestions for alternatives, but I'm focused on just those areas in Japan.