Detecting Dataset Drift and Non-IID Sampling via k-Nearest Neighbors

Jesse Cummings, Elías Snorrason, Jonas Mueller

We present a straightforward statistical test to detect certain violations of the assumption that the data are Independent and Identically Distributed (IID). The specific form of v…