Extended periods of extreme cold weather can cause severe disruptions in human societies, in terms of human health, agriculture, infrastructure, and other factors. A novel statistical model is developed in order to model these extreme cold episodes under different climate conditions. According to the model, the occurrence of extreme cold events has decreased approximately 2 times during the course of the 20th century as a result of anthropogenic climate change.