I may be wrong here,but I find that if I move the original photo(ie put it in a different folder) then Photoshop Album says it is missing. There is a facility to find the missing photo,if it is still on your PC.
I would not"keep" my photos in the album. I keep mine on the Hard drive and always back-up regularly. J