Figure 3.

Top row: unconfounded data generated from Model (9). Bottom row: biased-sample data with X1, X2, D relationship confounded by A. The target parameter is the SVM boundary learned from the data in the top right plot, shown in gray. The black line is the SVM boundary learned from the confounded sample in the bottom right plot.