Filter Out Certain Categories from the Home Page

I would like to be able to filter out posts that belong to a certain category from appearing on the home page. I have the version of WordPress that you install on your own server, which seems to have different built-in functionality than the wordpress.com blogs. Does anyone know how I can do this, or recommend a specific plugin I can install that will allow me to do this? Thanks.