This is an example of using Array.indexOf, while and Array.splice to remove elements inline.
var elements = [1, 5, 5, 3, 5, 2, 4];
var remove = 5;
var index = elements.indexOf(remove);
while (index !== -1) {
elements.splice(index, 1);
index = elements.indexOf(remove);
}
console.log(elements);
On jsfiddle