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.
"Ignorance is the soil in which belief in miracles grows." -- Robert G. Ingersoll