HOSTNAME ?

Hello.
I want to change my hostname. Here is what I tried.
1)In /etc/HOSTNAME, is where it was supposed to be, but not there.
2) I tried /etc/hostname, nada. I tried /etc/hosts, but got the network hosts file. No good.
3)I have RedHat 7.1

Thanks Pat