GIMP , make part of image transparent manually

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http://askubuntu.com – How can I make part of the image transparent ? I tried the "Color to alpha" option in GIMP , it's not working well. I know in Photoshop you can erase the part you don't like , and make it transparent , does GIMP support that ? (HowTos)