The polyreg contains two nodes that are used for doing polynomial regression on numerical data. Instead of only a linear function like in linear regression the function may contain the examples attribute values in an arbitrary power. This is especially useful for datasets that contain non-linear dependencies. The linear case is also covered by this node by setting the maximum degree to 1 in the learner's dialog.