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 secret of success is sincerity. Once you can fake that, you've got it made. -- Jean Giraudoux