Nonsense associations in Markov random fields with pairwise dependence

Sohom Bhattacharya, Rajarshi Mukherjee, Elizabeth Ogburn

Yule (1926) identified the issue of "nonsense correlations" in time series data, where dependence within each of two random vectors causes overdispersion -- i.e. variance inflation…