Sparse additive machine with pinball loss
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DOI: 10.1016/j.neucom.2020.12.129
Abstract: Abstract Sparse additive models have shown promising performance for classification and variable selection in high-dimensional data analysis. However, existing methods are limited to the error metric associated with hinge loss, which are sensitive to noise… read more here.
Keywords: additive machine; pinball loss; sparse additive; machine pinball ... See more keywords
Optimal Margin Distribution Additive Machine
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DOI: 10.1109/access.2020.3007834
Abstract: In recent years, sparse additive machines have attracted increasing attention in high dimensional classification due to their flexibility and representation interpretability. However, most of the existing methods are formulated under Tikhonov regularization schemes associated with… read more here.
Keywords: distribution additive; optimal margin; margin distribution; additive machine ... See more keywords
Sparse additive machine with ramp loss
Sign Up to like & getrecommendations! Published in 2020 at "Analysis and Applications"
DOI: 10.1142/s0219530520400011
Abstract: Sparse additive machines (SAMs) have attracted increasing attention in high dimensional classification due to their representation flexibility and interpretability. However, most of existing method... read more here.
Keywords: additive machine; machine ramp; sparse additive; ramp loss ... See more keywords