Provided the battery is disconnected, that is fine and what I do. I also monitor battery voltage when I use that method. If it drops below 12.5V (for a FLA battery) or 12.7V (for a VRLA battery), I will plug it back in.
If your battery is getting hot, you either have a problem battery or you...