J48graft

Package

weka.classifiers.trees

Synopsis

Class for generating a grafted (pruned or unpruned) C4.5 decision tree. For more information, see

Geoff Webb: Decision Tree Grafting From the All-Tests-But-One Partition. In: , San Francisco, CA, 1999.

Available in Weka 3.6.x - 3.7.1. Available via the package management system for Weka >= 3.7.2 (J48graft)

Options

The table below describes the options available for J48graft.

Option

Description

binarySplits

Whether to use binary splits on nominal attributes when building the trees.

confidenceFactor

The confidence factor used for pruning (smaller values incur more pruning).

debug

If set to true, classifier may output additional info to the console.

minNumObj

The minimum number of instances per leaf.

relabel

Whether relabelling is allowed during grafting.

saveInstanceData

Whether to save the training data for visualization.

subtreeRaising

Whether to consider the subtree raising operation when pruning.

unpruned

Whether pruning is performed.

useLaplace

Whether counts at leaves are smoothed based on Laplace.

Capabilities

The table below describes the capabilites of J48graft.

Capability

Supported

Class

Binary class, Missing class values, Nominal class

Attributes

Nominal attributes, Missing values, Empty nominal attributes, Numeric attributes, Unary attributes, Binary attributes

Min # of instances

0