How do I view the my network map in windows 8.1?

I've recently discovered an extremely useful feature called Link Layer Topology Discovery in Windows 7 - I click on "See Full Map" in the network and sharing center.

And it outputs this lovely, very useful network diagram

However, in windows 8 and later, See Full Map is missing. However, the underlying protocols for LLTD are still available, and my system is detected.

How would I access the full network map from windows 8.1 or later versions of windows?

I'd also want to use LLTD, not a 'naive' IP address scan as was suggested in one of the answers. Unlike a IP address scan, it works on layer 2, and detects things like which access point a system is connected to in my multi-ap setup, and which systems are connected to the same switch. I'm looking at LLDP as an alternative, but thats a whole different kettle of fish

Hmmm... this may not be possible natively. But, you can always use an external tool. One such tool is LanScan. From this post's recommendation: http://www.techrepublic.com/blog/windows-and-office/compensate-for-the-missing-network-map-feature-in-windows-8/