Settings > Mail, Contacts, Calendars. Scroll down until you see the Contacts section and tap on Show In App Switcher.
Options for displaying contacts in the app switcher screen.
iPhone favourites
Your recent contacts, or both.
If you activate favourites and recent contacts, your favourites will be displayed first and youll have to scroll to the right to see your recent contacts.