Hi. I'm one of the authors. Please read our FAQ. It answers that very question. In short, our de-anonymization algorithm applies to far more than public social networks like twitter, including some very sensitive ones.
"The value of marriage is not that adults produce children, but that children produce adults." -- Peter De Vries