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Table 2 Overview about decision tree algorithms grouped by the splitting criteria

From: Decision tree learning in Neo4j on homogeneous and unconnected graph nodes from biological and clinical datasets

 

Data types

Missing values

Data splitting

Gini index

Categorical and numerical

Can handle

No restrictions

Information gain

Numerical

Can not handle

No restrictions

Gain ratio

Categorical and numerical

Can handle

Binary

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BMC Medical Informatics and Decision Making

ISSN: 1472-6947

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