JMP 10 Modeling and Multivariate Methods

Chapter 13 

Recursively Partitioning Data

Using the Partition Platform

The Partition platform recursively partitions data according to a relationship between the X and Y values, creating a tree of partitions. It finds a set of cuts or groupings of X values that best predict a Y value. It does this by exhaustively searching all possible cuts or groupings. These splits (or partitions) of the data are done recursively forming a tree of decision rules until the desired fit is reached. This is a powerful platform, since it picks the optimum splits from a large number of possible splits.

The platform offers three methods for growing the final predictive tree:

• Decision Tree

• Bootstrap Forest

• Boosted Tree

The Bootstrap Forest and Boosted Tree ...