1. A method for collecting global or population characteristics for decision tree regulation comprises the following steps: (a) Input a decision tree; (b) Input a set of training samples; (c) Use the training samples to determine a decision characteristic for at least one decision tree node, said decision characteristic selected from the group consisting of global characteristics and population characteristics.