The data for this example are from Ezzet and Whitehead (1991), who describe a crossover experiment on two groups of patients using two different inhaler devices (A and B). Patients from group 1 used ...

The proportional odds model is the most widely used model when the response has ordered categories. In the case of high-dimensional predictor structure, the common maximum likelihood approach ...