Late answer, but I found out that this is the simplest solution (if you don't use jQuery):
var myClasses = document.querySelectorAll('.my-class'),
i = 0,
l = myClasses.length;
for (i; i < l; i++) {
myClasses[i].style.display = 'none';
}