Ah, I forgot, this only works for the main history view. This can be filtered as well, and needs the JSON format.
http://192.168.33.5/icingaweb2/monitoring/list/eventhistory?timestamp%3E=-7%20days&(service_description=random-001)&modifyFilter=&format=json
Cheers,
Michael