You can view previously purchased apps within the store through the folowing:
Within the store, right-click (swipe down from the top edge) and select "Your Apps":
From there you'll be presented with a list of apps that you've purchased:
You can sort this list by:
- All Apps
- Apps not installed on this computer
- Apps installed on other computers