removing entries in search bar

Hi does anyone know of a way how to remove entries from search bars,as
every time i put a word into the search bar, a drop down has all the
previous entries that i have made and it is starting to get on my
nerves.
Please, if you can help it would be much appreciated.
Thanks - Carlos