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Boosting-based model averaging of high-dimensional varying coefficient models with application to house price predictio
Author: Liu, Yuan; Ge, Ling-Ling; Wang, Yu-Ting; Zhang, Kong-Sheng; Zhao, Yan-Yong
Journal: JOURNAL OF NONPARAMETRIC STATISTICS. 2026; Vol. , Issue , pp. -. DOI: 10.1080/10485252.2026.2648559
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Rate of strong convergence in deep learning for heavy-tailed dependent dat
Author: Wu, Yi; Wang, Xuejun
Journal: JOURNAL OF NONPARAMETRIC STATISTICS. 2026; Vol. , Issue , pp. -. DOI: 10.1080/10485252.2026.2632903
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Variable selection for mixed panel count data using Gaussian seamless-L0 penalt
Author: Ge, Lei; Hu, Tao; Zheng, Shurong; Sun, Jianguo
Journal: JOURNAL OF NONPARAMETRIC STATISTICS. 2026; Vol. , Issue , pp. -. DOI: 10.1080/10485252.2026.2632901
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Kolmogorov-Smirnov learning by neural networks with a nonconvex surrogate los
Author: Fang, Fang; Wang, Sizhe; Chen, Yumeng
Journal: JOURNAL OF NONPARAMETRIC STATISTICS. 2026; Vol. , Issue , pp. -. DOI: 10.1080/10485252.2026.2638780
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From scarcity to insight: extreme events analysis with a partially linear single-index varying-coefficient model in high-dimensional setting
Author: An, Hongyu; Tian, Boping; Yang, Lijian
Journal: JOURNAL OF NONPARAMETRIC STATISTICS. 2025; Vol. , Issue , pp. -. DOI: 10.1080/10485252.2025.2501608
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The half-quadratic approach for high-dimensional robust M-estimatio
Author: Karunamuni, Rohana J.; Luo, Bin; Wang, Yibo
Journal: JOURNAL OF NONPARAMETRIC STATISTICS. 2025; Vol. , Issue , pp. -. DOI: 10.1080/10485252.2025.2507965
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Robust estimation for varying coefficient partially linear model based on MAV
Author: Dai, Shuang; Fang, Yun; Wu, Ping; Yu, Zhou
Journal: JOURNAL OF NONPARAMETRIC STATISTICS. 2025; Vol. , Issue , pp. -. DOI: 10.1080/10485252.2025.2490938
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Partial linear quantile regression model with incompletely observed functional covariate
Author: Ling, Nengxiang; Yang, Yujie; Peng, Qianqian
Journal: JOURNAL OF NONPARAMETRIC STATISTICS. 2025; Vol. , Issue , pp. -. DOI: 10.1080/10485252.2025.2459707