Sparse additive machine with pinball loss
Sign Up to like & getrecommendations! Published in 2021 at "Neurocomputing"
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
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