Yes, I do it all the time. I usually finish a book on the train, and still have a ways to go, so I pull the next one out of my bag. I often know when I'll be done and put the next one in there so I'll have it. If I am reading from my kindle it makes life easier, but that is not always the case.
I don't seem to need time between books.