How do I remove programs from startup?

When I start my computer, there is a bunch of applications at startup. It takes too much to active all the application and start working. I really want to get rid of them. I don’t require them at startup but I don’t know how to remove them from my icon tray icon. I don't want to delete or remove the programs. Can someone teach me how to do this?
