Recover Time Machine Backups

So I need to recover sometime from a time machine back up. I found the file and then started to restore it. It was taking a while and I had to go so I stopped the restore so I could do it later. When I opened my computer back up the file wasnt there and the TM backup wasnt there either. Is there a way I can recover the past TM backup?