How to see all the purchased apps in google play store
Go to  Playstore menu &rarr; Account &rarr; Order history,  you will find all details of purchases made using the linked  account. Click on the apps you wish to install from there and you are done 

Edit: Added additional pics to depict the process, seeing that there are answers saying it cannot be done (App chosen is purchased but currently not installed)