Co-worker going-away party

Is it rude to not attend a going-away party for a co-worker? The person throwing it is asking for $15 for food + gift. I have spoken to this girl maybe 5 times, more like a "Hi, how are you" when passing in the hall. My boss is going, but is it rude it i don't? I don't want to spend $15... :(