Not to be that guy, but if the majority of sightings coming from nations capable of producing advanced military aircraft... well perhaps the aliens thought the F-15 was badass and wanted a closer look?

You know when you pass a nice classic car reeeeally slowly so you can get a good look? Aw yeah, don't see many of those, do you?