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Fig. 4 | Journal of Big Data

Fig. 4

From: The non-linear nature of the cost of comprehensibility

Fig. 4

Comparing black box and white box models. For both plots, the datasets are ordered according to the gap in f1-score between the best black box and the best native (left figure) or surrogate (right) white box model (right). The y-axis measures the relative difference in the f1-score, defined as the ratio of the difference between the black and white box f1-scores divided by that of the best model

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