With version 2.3.4, you need the to add the owl.autoplay.js plugin.
Then do the following
var owl = $('.owl-carousel');
owl.owlCarousel({
items:1, //how many items you want to display
loop:true,
margin:10,
autoplay:true,
autoplayTimeout:10000,
autoplayHoverPause:true
});