Depends on the brand but In theory yes.
Easiest way to check is see if it's still broadcasting. You can use simple free tools to pick up the broadcast MAC of an ssid. You can then use that to correlate to the source AP. I often use an Android app called wifi analyser.
Other than that, you should also be able to see the AP as a rogue AP in the dashboard under air marshal.