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Joint Optimization of Piecewise Linear Ensembles
We evaluate the Frobenius norm, $\ell_{2, 1}$ norm, and Laplacian regularization for 146 regression and classification datasets; JOPLEN, combined with GB trees and RF, achieves superior performance in both settings.
Universal Feature Selection for Simultaneous Interpretability of Multitask Datasets
Extracting meaningful features from complex, high-dimensional datasets across scientific domains remains challenging.
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