How to change autocomplete combobox styles completely

How can I remove the existing styles for the autocomplete combos from http://jqueryui.com/autocomplete/#combobox and include mine. Please note that I don`t want to modify any of the existing UI classes and styles,. I want to create my own styles and apply them.