WebYin, J, Chen, X & Xing, EP 2012, Group sparse additive models. in Proceedings of the 29th International Conference on Machine Learning, ICML 2012. Proceedings of the 29th International Conference on Machine Learning, ICML 2012, vol. 1, pp. 871-878, 29th International Conference on Machine Learning, ICML 2012, Edinburgh, United Kingdom, … WebJun 28, 2024 · By incorporating this AT k loss with the group sparse regularization in [37], [39], we formulate a new additive classification method, named AT k group sparse additive machine (AT k -GSAM). Besides the improved robustness to noise and redundant variables, the AT k -GSAM can also be efficiently solved using a stochastic gradient …
Sparse additive machine — Princeton University
WebJun 7, 2024 · 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 around the decision boundary. WebPrinceton University rainor robinson
Novel Design of Industrial Real-Time CT System Based on Sparse …
WebJun 28, 2024 · In this paper, we propose a novel classification method, named AT k group sparse additive machine(AT k-GSAM), which incorporates the average top-k (AT k) loss … WebLou et al., 2014 Lou Y., Bien J., Caruana R., Gehrke J., Sparse partially linear additive models, Journal of Computational and Graphical Statistics 25 (4) (2014) 1126 – 1140. Google Scholar Nikolova and Ng, 2005 Nikolova M. , Ng M.K. , Analysis of half-quadratic minimization methods for signal and image recovery , SIAM Journal on Scientific ... WebJun 28, 2024 · Group sparse additive machine with average top-k loss. Neurocomputing, Volume 395, 2024, pp. 1-14. Show abstract. Sparse additive models have shown competitive performance for high-dimensional variable selection and prediction due to their representation flexibility and interpretability. Despite their theoretical properties have … rain or shine art studio prince rupert