Sharepoint - InfoPath: Hide view dropdown box from user

When designing the form on the "Page Design" tab select each view and click Properties

Then deselect "Show on the View menu when filling out this form" (yes the name of the setting is a bit odd, but that due to how it was displayed in InfoPath 2007)

File --> Advanced Form Options

THIS is where you can hide the drop-down in the ribbon.