Correct domain name for a home desktop Linux machine
While associating with a domain isn't required, it's still useful to associate with one to avoid problems with hostname lookups of the host in question getting forwarded higher up in the DNS hierarchy. In most cases, having .local as domain is appropriate, as you will most likely be behind a router that does not forward your DNS name. I've also seen some systems use .home in place of this.
.local is considered best-proctice, as a sensible router will not forward requests for hostnames belonging to this domain, so if you for some weird reason have a server named microsoft.com at home, it will be treated locally, seeing as its FQDN will then be microsoft.com.local.
Another approach is what I'm doing since I have various machines and servers spread all over, and at home I use my desktop computer as part of my domain name. My DNS servers has a DNS entry for my desktop, with my router forwarding various services (ssh, mainly) to it.
Also, I find this to be highly relevant, as changing the domain of a server can be more complicated than changing your legal name.:
This hostname is going in dozens of remote config files. Changing a kid's name is comparatively easy!
If you won't connect more than a handful of machines at the beginning, but you think it may scale, you can use something in the .local TLD (https://en.wikipedia.org/wiki/.local)
Something like yoursurname.local may be the domain name.
If you don't even think to scale to more than say 10-15 machines, then you don't need a domain name. But if you think you will scale, choosing something non-exotic like the .local TLD will allow you to set up a full DNS server later to reach your machines.
Make sure you read wikipedia's page; the usage of "somethingcustom.local" as a domain is something that has been done in the past, and is still done inside small businesses. Anyway, as you can see from the page, the .local TLD has been reserved for use in mDNS, for host names in the form hostname.local, which may collide with your setup. As per RFC 6762 you MAY use alternative lookup methods (e.g. the custom DNS server I recommend to scale up your network) and the result is up to your ability not to mix up data and names...