Why do I get an InvalidOperationException when I try to use attribute routing with Web API 2?

In Global.asax, the Application_Start event needs to change from

WebApiConfig.Register(GlobalConfiguration.Configuration);

to:

GlobalConfiguration.Configure(WebApiConfig.Register);