Abstract
We present a new method for disease outbreak detection, the \"Non-Parametric Heterogeneous Graph Scan (NPHGS)\". NPHGS enables fast and accurate detection of emerging space-time clusters using Twitter and other social media streams where standard parametric model assumptions are incorrect.