Purchased songs not showing up

I have purchased a few albums and some individual songs on my iOS device. I am using iTunes Match and they show up on my devices, but they are nowhere to be found on my computer which bases my library. A couple of the digital booklets show up in my purchased playlist on my computer, but the songs are not in the playlist. I have checked for available downloads and the songs do not appear here either. What do I do?