All functions |
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Spectrally Deconfounded Additive Models |
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Spectrally Deconfounded Random Forests |
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Spectrally Deconfounded Tree |
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Copy a forest |
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Copy a tree |
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Cross-validation for the SDTree |
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Function of x on a fourier basis |
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SDForest fromList method |
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SDTree fromList method |
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Estimation of spectral transformation |
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Estimation of anchor transformation |
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Get the sequence of complexity parameters of an SDForest |
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Get the sequence of complexity parameters of an SDTree |
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Merge two forests |
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Partial dependence |
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Plot SDTree |
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Plot partial dependence |
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Visualize the paths of an SDTree or SDForest |
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Visualize the out-of-bag performance of an SDForest |
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Predictions for SDAM |
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Predictions for the SDForest |
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Predictions for the SDTree |
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Out-of-bag predictions for the SDForest |
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Predictions of individual component functions for SDAM |
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Print SDAM |
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Print SDForest |
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Print a SDTree |
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Print partDependence |
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Prune an SDForest |
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Prune an SDTree |
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Calculate the regularization path of an SDForest |
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Calculate the regularization path of an SDTree |
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Simulate data with linear confounding and non-linear causal effect |
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Simulate data with linear confounding and causal effect following a step-function |
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Calculate the stability selection of an SDForest |
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SDForest toList method |
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SDTree toList method |
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Extract Variable importance for SDAM |
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Extract variable importance of an SDForest |
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Extract variable importance of an SDTree |