Follow these instructions to change your ad preferences in the Facebook mobile app:
From your Timeline, click the menu button in the upper right hand corner of the screen.
Click Account Settings - Ads - Your Information - Review and Manage your Categories .
Touch the menu button on the right side of each category - click "Remove Category."
A similar process is followed when changing your ad preferences on Facebook.
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