Decision Trees from large Databases: SLIQ
Decision Trees from large Databases: SLIQ
Decision Trees from large Databases: SLIQ
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Summary of <strong>Decision</strong> <strong>Trees</strong><br />
• Classification: Prediction of discrete values.<br />
Discrete attributes: ID3.<br />
Continuous attributes: C4.5.<br />
Scalable to <strong>large</strong> databases: <strong>SLIQ</strong>, SPRINT.<br />
• Regression: Prediction of continuous values.<br />
Regression trees: constant value predicted at each<br />
leaf.<br />
Model trees: a linear model is contained in each leaf.<br />
Sawade/Landwehr/Prasse/Scheffer, Maschinelles Lernen<br />
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