Benefit of Mondrian block unpausing Sample Clauses

Benefit of Mondrian block unpausing. As mentioned in Sec. IV-B, we modify the original Mon- drian forest algorithm in an important detail by artificially adding splits in nodes that consist only of samples with the same class label. To show the benefit of this, we plot the results for different values of the splitting threshold θs in Fig. 5 (right). We see that the earlier we decide to split these nodes, the better is the result. We note however that there is a trade-off with the depth of the trees, which leads to higher memory and run-time requirements. In practice, a value of θs = 20 has proven to be a good compromise between efficiency and classification performance.
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