Note: When you pass setDate, you are calling a method which assumes the datepicker has already been initialized on that object.
$(function() {
$('#date').datepicker();
$('#date').datepicker('setDate', '04/23/2014');
});
Test: http://jsfiddle.net/wimarbueno/hQkec/1/