Wrong. Anyone, civilian, security, et al, have the authority to keep you at the scene(extension of citizen’s arrest) if the police have been called on you. I’ve done it many times (usually after bar fights)and gotten kudos from the police.
How are you going to detain them? Physically? You'd be in for a hell of a lawsuit.