The collapsed network uses a router or switch as the single central connection point for multiple subnetworks.
Parallel backbone is specific type of collapsed backbone with more than one connection from the central router or switch to each network segment.
A parallel backbone uses redundant connections and is more reliable. However, this means that parallel backbones are more expensive to build and that is why they are used for important networks and servers.