Pagani Zanini, Carlos Tadeu; Migon, Helio S.; Dias, Ronaldo Variational inference for Bayesian bridge regression. (English) Zbl 07767215 Stat. Comput. 34, No. 1, Paper No. 13, 21 p. (2024). MSC: 62-08 PDF BibTeX XML Cite \textit{C. T. Pagani Zanini} et al., Stat. Comput. 34, No. 1, Paper No. 13, 21 p. (2024; Zbl 07767215) Full Text: DOI arXiv
Zhu, Rong; Liang, Hua; Ruppert, David Ensemble subset regression (ENSURE): efficient high-dimensional prediction. (English) Zbl 07767613 Stat. Sin. 33, Spec. Iss., 1411-1434 (2023). MSC: 62-XX PDF BibTeX XML Cite \textit{R. Zhu} et al., Stat. Sin. 33, 1411--1434 (2023; Zbl 07767613) Full Text: DOI
Li, Fang; Lv, Xiao-Guang A nonconvex nonsmooth image prior based on the hyperbolic tangent function. (English) Zbl 07761543 J. Sci. Comput. 97, No. 3, Paper No. 55, 31 p. (2023). Reviewer: Hang Lau (Montréal) MSC: 94A08 68U10 47A52 PDF BibTeX XML Cite \textit{F. Li} and \textit{X.-G. Lv}, J. Sci. Comput. 97, No. 3, Paper No. 55, 31 p. (2023; Zbl 07761543) Full Text: DOI
Cao, Zhimiao; Kang, Xiaoning; Wang, Mingqiu Doubly robust weighted composite quantile regression based on SCAD-\(L_2\). (English. French summary) Zbl 07759519 Can. J. Stat. 51, No. 1, 38-76 (2023). MSC: 62-XX PDF BibTeX XML Cite \textit{Z. Cao} et al., Can. J. Stat. 51, No. 1, 38--76 (2023; Zbl 07759519) Full Text: DOI
Wang, Zhengjia; Magnotti, John; Beauchamp, Michael S.; Li, Meng Functional group bridge for simultaneous regression and support estimation. (English) Zbl 07756638 Biometrics 79, No. 2, 1226-1238 (2023). MSC: 62P10 PDF BibTeX XML Cite \textit{Z. Wang} et al., Biometrics 79, No. 2, 1226--1238 (2023; Zbl 07756638) Full Text: DOI arXiv
Nghiem, Linh H.; Hui, Francis K. C.; Müller, Samuel; Welsh, A. H. Screening methods for linear errors-in-variables models in high dimensions. (English) Zbl 07756615 Biometrics 79, No. 2, 926-939 (2023). MSC: 62P10 PDF BibTeX XML Cite \textit{L. H. Nghiem} et al., Biometrics 79, No. 2, 926--939 (2023; Zbl 07756615) Full Text: DOI arXiv OA License
Mei, Xiaoling; Peng, Bin; Zhu, Huanjun Variable selection in heterogeneous panel data models with cross-sectional dependence. (English) Zbl 1521.62161 Aust. N. Z. J. Stat. 65, No. 1, 14-34 (2023). MSC: 62M10 62J07 62G08 62P20 PDF BibTeX XML Cite \textit{X. Mei} et al., Aust. N. Z. J. Stat. 65, No. 1, 14--34 (2023; Zbl 1521.62161) Full Text: DOI
Umezu, Yuta Sparse regularization method in marginal regression models. (Japanese. English summary) Zbl 07750673 J. Jpn. Stat. Soc., Jpn. Issue 53, No. 1, 91-110 (2023). MSC: 62-XX PDF BibTeX XML Cite \textit{Y. Umezu}, J. Jpn. Stat. Soc., Jpn. Issue 53, No. 1, 91--110 (2023; Zbl 07750673) Full Text: DOI
Yamada, Makoto; Poignard, Benjamin; Yamada, Hiroaki; Freidling, Tobias High-dimensional nonlinear feature selection with Hilbert-Schmidt Independence Criterion Lasso. (Japanese. English summary) Zbl 07750671 J. Jpn. Stat. Soc., Jpn. Issue 53, No. 1, 49-67 (2023). MSC: 62-XX PDF BibTeX XML Cite \textit{M. Yamada} et al., J. Jpn. Stat. Soc., Jpn. Issue 53, No. 1, 49--67 (2023; Zbl 07750671) Full Text: DOI
Toh, Kar-Ann; Molteni, Giuseppe; Lin, Zhiping Deterministic bridge regression for compressive classification. (English) Zbl 07741617 Inf. Sci. 648, Article ID 119505, 22 p. (2023). MSC: 62-XX 65K10 PDF BibTeX XML Cite \textit{K.-A. Toh} et al., Inf. Sci. 648, Article ID 119505, 22 p. (2023; Zbl 07741617) Full Text: DOI arXiv
Jin, Jun; Liu, Shuangzhe; Ma, Tiefeng Distributed penalized modal regression for massive data. (English) Zbl 07741546 J. Syst. Sci. Complex. 36, No. 2, 798-821 (2023). MSC: 62-XX PDF BibTeX XML Cite \textit{J. Jin} et al., J. Syst. Sci. Complex. 36, No. 2, 798--821 (2023; Zbl 07741546) Full Text: DOI
Alhamzawi, Rahim The reciprocal Bayesian bridge for left-censored data. (English) Zbl 07739538 Commun. Stat., Simulation Comput. 52, No. 8, 3520-3528 (2023). MSC: 62-XX PDF BibTeX XML Cite \textit{R. Alhamzawi}, Commun. Stat., Simulation Comput. 52, No. 8, 3520--3528 (2023; Zbl 07739538) Full Text: DOI
Koner, Salil; Williams, Jonathan P. The EAS approach to variable selection for multivariate response data in high-dimensional settings. (English) Zbl 07731274 Electron. J. Stat. 17, No. 2, 1947-1995 (2023). MSC: 62H12 PDF BibTeX XML Cite \textit{S. Koner} and \textit{J. P. Williams}, Electron. J. Stat. 17, No. 2, 1947--1995 (2023; Zbl 07731274) Full Text: DOI arXiv Link
Wu, Yuqia; Pan, Shaohua; Yang, Xiaoqi A regularized Newton method for \(\ell_q\)-norm composite optimization problems. (English) Zbl 07725757 SIAM J. Optim. 33, No. 3, 1676-1706 (2023). MSC: 90C26 65K05 90C06 49J52 PDF BibTeX XML Cite \textit{Y. Wu} et al., SIAM J. Optim. 33, No. 3, 1676--1706 (2023; Zbl 07725757) Full Text: DOI arXiv
Du, Ruofei; Luo, Li; Hudson, Laurie G.; Nozadi, Sara; Lewis, Johnnye An adjusted partial least squares regression framework to utilize additional exposure information in environmental mixture data analysis. (English) Zbl 07716703 J. Appl. Stat. 50, No. 8, 1790-1811 (2023). MSC: 62-XX PDF BibTeX XML Cite \textit{R. Du} et al., J. Appl. Stat. 50, No. 8, 1790--1811 (2023; Zbl 07716703) Full Text: DOI
Gao, Kaixin; Huang, Zheng-Hai Tensor robust principal component analysis via tensor fibered rank and \(l_p\) minimization. (English) Zbl 07715434 SIAM J. Imaging Sci. 16, No. 1, 423-460 (2023). MSC: 62H25 65K05 90C26 PDF BibTeX XML Cite \textit{K. Gao} and \textit{Z.-H. Huang}, SIAM J. Imaging Sci. 16, No. 1, 423--460 (2023; Zbl 07715434) Full Text: DOI
Holter, Julia C.; Stallrich, Jonathan W. Tuning parameter selection for penalized estimation via \(R^2\). (English) Zbl 07711771 Comput. Stat. Data Anal. 183, Article ID 107729, 16 p. (2023). MSC: 62-08 PDF BibTeX XML Cite \textit{J. C. Holter} and \textit{J. W. Stallrich}, Comput. Stat. Data Anal. 183, Article ID 107729, 16 p. (2023; Zbl 07711771) Full Text: DOI arXiv
Zhao, Peixin; Xue, Liugen Modified see variable selection for linear instrumental variable regression models. (English) Zbl 07710571 Commun. Stat., Theory Methods 52, No. 14, 4852-4861 (2023). MSC: 62-XX 90-XX PDF BibTeX XML Cite \textit{P. Zhao} and \textit{L. Xue}, Commun. Stat., Theory Methods 52, No. 14, 4852--4861 (2023; Zbl 07710571) Full Text: DOI
Fu, Yanxin; Zhao, Wenxiao Support recovery and parameter identification of multivariate ARMA systems with exogenous inputs. (English) Zbl 07704046 SIAM J. Control Optim. 61, No. 3, 1835-1860 (2023). MSC: 68Q25 68R10 68U05 PDF BibTeX XML Cite \textit{Y. Fu} and \textit{W. Zhao}, SIAM J. Control Optim. 61, No. 3, 1835--1860 (2023; Zbl 07704046) Full Text: DOI
Su, Meihong; Wang, Wenjian A network Lasso model for regression. (English) Zbl 07701378 Commun. Stat., Theory Methods 52, No. 6, 1702-1727 (2023). MSC: 62-XX PDF BibTeX XML Cite \textit{M. Su} and \textit{W. Wang}, Commun. Stat., Theory Methods 52, No. 6, 1702--1727 (2023; Zbl 07701378) Full Text: DOI
Zhao, Peixin; Gan, Haogeng; Cheng, Suli; Zhou, Xiaoshuang Orthogonality based penalized GMM estimation for variable selection in partially linear spatial autoregressive models. (English) Zbl 07701376 Commun. Stat., Theory Methods 52, No. 6, 1676-1691 (2023). MSC: 62G05 62G20 62G30 PDF BibTeX XML Cite \textit{P. Zhao} et al., Commun. Stat., Theory Methods 52, No. 6, 1676--1691 (2023; Zbl 07701376) Full Text: DOI
Ming, Hao; Chen, Yinjun; Yang, Hu One-step sparse estimates in the reverse penalty for high-dimensional correlated data. (English) Zbl 07698165 J. Comput. Appl. Math. 427, Article ID 115119, 13 p. (2023). MSC: 62Jxx 62Gxx 65Cxx PDF BibTeX XML Cite \textit{H. Ming} et al., J. Comput. Appl. Math. 427, Article ID 115119, 13 p. (2023; Zbl 07698165) Full Text: DOI
Arslan, Olcay; Özdemir, Şenay Robust penalized empirical likelihood estimation method for linear regression. (English) Zbl 07687633 Statistics 57, No. 2, 423-443 (2023). MSC: 62G08 62G35 PDF BibTeX XML Cite \textit{O. Arslan} and \textit{Ş. Özdemir}, Statistics 57, No. 2, 423--443 (2023; Zbl 07687633) Full Text: DOI
Miyazaki, Izuru Recovery of partly sparse and dense signals. (English) Zbl 1520.62094 J. Multivariate Anal. 195, Article ID 105161, 14 p. (2023). MSC: 62J05 62J07 62H12 PDF BibTeX XML Cite \textit{I. Miyazaki}, J. Multivariate Anal. 195, Article ID 105161, 14 p. (2023; Zbl 1520.62094) Full Text: DOI
Lu, Zhaosong; Li, Xiaorui; Xiang, Shuhuang Exact penalization for cardinality and rank-constrained optimization problems via partial regularization. (English) Zbl 1515.65158 Optim. Methods Softw. 38, No. 2, 412-433 (2023). MSC: 65K05 62-08 90C26 90C30 PDF BibTeX XML Cite \textit{Z. Lu} et al., Optim. Methods Softw. 38, No. 2, 412--433 (2023; Zbl 1515.65158) Full Text: DOI
Flaschel, Moritz; Kumar, Siddhant; De Lorenzis, Laura Automated discovery of generalized standard material models with EUCLID. (English) Zbl 07653067 Comput. Methods Appl. Mech. Eng. 405, Article ID 115867, 26 p. (2023). MSC: 74-XX 92-XX PDF BibTeX XML Cite \textit{M. Flaschel} et al., Comput. Methods Appl. Mech. Eng. 405, Article ID 115867, 26 p. (2023; Zbl 07653067) Full Text: DOI arXiv
Bousebata, Meryem; Enjolras, Geoffroy; Girard, Stéphane Extreme partial least-squares. (English) Zbl 1520.62040 J. Multivariate Anal. 194, Article ID 105101, 21 p. (2023). MSC: 62G32 62G08 62J02 62H12 62E20 PDF BibTeX XML Cite \textit{M. Bousebata} et al., J. Multivariate Anal. 194, Article ID 105101, 21 p. (2023; Zbl 1520.62040) Full Text: DOI
Kang, Lican; Lai, Yanming; Liu, Yanyan; Luo, Yuan; Zhang, Jing High-dimensional linear regression with hard thresholding regularization: theory and algorithm. (English) Zbl 1513.62141 J. Ind. Manag. Optim. 19, No. 3, 2104-2122 (2023). MSC: 62J05 62H12 68Q25 PDF BibTeX XML Cite \textit{L. Kang} et al., J. Ind. Manag. Optim. 19, No. 3, 2104--2122 (2023; Zbl 1513.62141) Full Text: DOI
Mandal, Abhijit; Ghosh, Samiran Robust Lasso and its applications in healthcare data. (English) Zbl 1497.62190 Balakrishnan, Narayanaswamy (ed.) et al., Trends in mathematical, information and data sciences. A tribute to Leandro Pardo. Based on the presentations at the symposium on information theory with applications to statistical inference, Madrid, Spain, December 2, 2019. Cham: Springer. Stud. Syst. Decis. Control 445, 389-398 (2023). MSC: 62J07 62G35 62P10 PDF BibTeX XML Cite \textit{A. Mandal} and \textit{S. Ghosh}, Stud. Syst. Decis. Control 445, 389--398 (2023; Zbl 1497.62190) Full Text: DOI
Chen, Xi; Lee, Jason D.; Li, He; Yang, Yun Distributed estimation for principal component analysis: an enlarged eigenspace analysis. (English) Zbl 1514.68244 J. Am. Stat. Assoc. 117, No. 540, 1775-1786 (2022). MSC: 68T05 62H12 62H25 68T09 68W15 PDF BibTeX XML Cite \textit{X. Chen} et al., J. Am. Stat. Assoc. 117, No. 540, 1775--1786 (2022; Zbl 1514.68244) Full Text: DOI arXiv
Liu, Hongcheng; Ye, Yinyu; Lee, Hung Yi High-dimensional learning under approximate sparsity with applications to nonsmooth estimation and regularized neural networks. (English) Zbl 07640289 Oper. Res. 70, No. 6, 3176-3197 (2022). MSC: 62-XX PDF BibTeX XML Cite \textit{H. Liu} et al., Oper. Res. 70, No. 6, 3176--3197 (2022; Zbl 07640289) Full Text: DOI arXiv
Matsushima, Yuki; Naito, Kanta Improvement on LASSO-type estimator in nonparametric regression. (English) Zbl 07622185 J. Nonparametric Stat. 34, No. 4, 964-986 (2022). MSC: 62G08 62G20 PDF BibTeX XML Cite \textit{Y. Matsushima} and \textit{K. Naito}, J. Nonparametric Stat. 34, No. 4, 964--986 (2022; Zbl 07622185) Full Text: DOI
Gana, Rajaram Ridge regression and the Lasso: how do they do as finders of significant regressors and their multipliers? (English) Zbl 07603841 Commun. Stat., Simulation Comput. 51, No. 10, 5738-5772 (2022). MSC: 62-XX PDF BibTeX XML Cite \textit{R. Gana}, Commun. Stat., Simulation Comput. 51, No. 10, 5738--5772 (2022; Zbl 07603841) Full Text: DOI
Degani, Emanuele; Maestrini, Luca; Toczydłowska, Dorota; Wand, Matt P. Sparse linear mixed model selection via streamlined variational Bayes. (English) Zbl 07603106 Electron. J. Stat. 16, No. 2, 5182-5225 (2022). MSC: 62F15 62H12 62J05 62J07 PDF BibTeX XML Cite \textit{E. Degani} et al., Electron. J. Stat. 16, No. 2, 5182--5225 (2022; Zbl 07603106) Full Text: DOI arXiv Link
Drukker, David M.; Liu, Di Finite-sample results for Lasso and stepwise Neyman-orthogonal Poisson estimators. (English) Zbl 07602444 Econom. Rev. 41, No. 9, 1047-1076 (2022). MSC: 62P20 PDF BibTeX XML Cite \textit{D. M. Drukker} and \textit{D. Liu}, Econom. Rev. 41, No. 9, 1047--1076 (2022; Zbl 07602444) Full Text: DOI
Bianco, Ana M.; Boente, Graciela; Chebi, Gonzalo Penalized robust estimators in sparse logistic regression. (English) Zbl 1496.62123 Test 31, No. 3, 563-594 (2022). MSC: 62J12 62F35 62F12 PDF BibTeX XML Cite \textit{A. M. Bianco} et al., Test 31, No. 3, 563--594 (2022; Zbl 1496.62123) Full Text: DOI arXiv
Salamwade, R. L.; Sakate, D. M. Robust variable selection via penalized MT-estimator in generalized linear models. (English) Zbl 07596371 Commun. Stat., Theory Methods 51, No. 22, 8053-8065 (2022). MSC: 62J12 PDF BibTeX XML Cite \textit{R. L. Salamwade} and \textit{D. M. Sakate}, Commun. Stat., Theory Methods 51, No. 22, 8053--8065 (2022; Zbl 07596371) Full Text: DOI
Fermanian, Adeline Functional linear regression with truncated signatures. (English) Zbl 1520.62426 J. Multivariate Anal. 192, Article ID 105031, 23 p. (2022). MSC: 62R10 60L10 62G08 62J05 PDF BibTeX XML Cite \textit{A. Fermanian}, J. Multivariate Anal. 192, Article ID 105031, 23 p. (2022; Zbl 1520.62426) Full Text: DOI arXiv
Wu, Yaxin; Song, Yunquan; Liang, Xijun; Gai, Yujie Exponential squared loss based robust variable selection of AR models. (English) Zbl 1503.62071 Braz. J. Probab. Stat. 36, No. 2, 220-242 (2022). MSC: 62M10 62J07 62F12 62P12 PDF BibTeX XML Cite \textit{Y. Wu} et al., Braz. J. Probab. Stat. 36, No. 2, 220--242 (2022; Zbl 1503.62071) Full Text: DOI
Vettam, Sujit; John, Majnu On two recent nonconvex penalties for regularization in machine learning. (English) Zbl 07534458 Results Appl. Math. 14, Article ID 100256, 5 p. (2022). MSC: 68T07 PDF BibTeX XML Cite \textit{S. Vettam} and \textit{M. John}, Results Appl. Math. 14, Article ID 100256, 5 p. (2022; Zbl 07534458) Full Text: DOI
Ge, Zhili; Zhang, Xin; Wu, Zhongming A fast proximal iteratively reweighted nuclear norm algorithm for nonconvex low-rank matrix minimization problems. (English) Zbl 1492.65109 Appl. Numer. Math. 179, 66-86 (2022). MSC: 65F55 65K05 90C26 PDF BibTeX XML Cite \textit{Z. Ge} et al., Appl. Numer. Math. 179, 66--86 (2022; Zbl 1492.65109) Full Text: DOI
Amin, Muhammad; Akram, Muhammad Nauman; Ramzan, Qasim Bayesian estimation of ridge parameter under different loss functions. (English) Zbl 07533570 Commun. Stat., Theory Methods 51, No. 12, 4055-4071 (2022). MSC: 62-XX PDF BibTeX XML Cite \textit{M. Amin} et al., Commun. Stat., Theory Methods 51, No. 12, 4055--4071 (2022; Zbl 07533570) Full Text: DOI
Yüzbaşı, Bahadır; Asar, Yasin; Ahmed, S. Ejaz Liu-type shrinkage estimations in linear models. (English) Zbl 1493.62437 Statistics 56, No. 2, 396-420 (2022). MSC: 62J05 62J07 PDF BibTeX XML Cite \textit{B. Yüzbaşı} et al., Statistics 56, No. 2, 396--420 (2022; Zbl 1493.62437) Full Text: DOI arXiv
Guan, Tianyu; Lin, Zhenhua; Groves, Kevin; Cao, Jiguo Sparse functional partial least squares regression with a locally sparse slope function. (English) Zbl 1484.62003 Stat. Comput. 32, No. 2, Paper No. 30, 11 p. (2022). MSC: 62-08 62H25 62J05 62R10 PDF BibTeX XML Cite \textit{T. Guan} et al., Stat. Comput. 32, No. 2, Paper No. 30, 11 p. (2022; Zbl 1484.62003) Full Text: DOI
Zhang, Dongdong; Pan, Shaohua; Bi, Shujun A proximal dual semismooth Newton method for zero-norm penalized quantile regression estimator. (English) Zbl 07500458 Stat. Sin. 32, No. 2, 1121-1141 (2022). MSC: 62-XX PDF BibTeX XML Cite \textit{D. Zhang} et al., Stat. Sin. 32, No. 2, 1121--1141 (2022; Zbl 07500458) Full Text: DOI
Huang, Ningyuan; Hogg, David W.; Villar, Soledad Dimensionality reduction, regularization, and generalization in overparameterized regressions. (English) Zbl 1493.62371 SIAM J. Math. Data Sci. 4, No. 1, 126-152 (2022). MSC: 62H25 62J05 62H12 68T05 62H30 PDF BibTeX XML Cite \textit{N. Huang} et al., SIAM J. Math. Data Sci. 4, No. 1, 126--152 (2022; Zbl 1493.62371) Full Text: DOI arXiv
Belli, Edoardo Smoothly adaptively centered ridge estimator. (English) Zbl 1493.62297 J. Multivariate Anal. 189, Article ID 104882, 13 p. (2022). MSC: 62H12 62F12 PDF BibTeX XML Cite \textit{E. Belli}, J. Multivariate Anal. 189, Article ID 104882, 13 p. (2022; Zbl 1493.62297) Full Text: DOI arXiv
Li, Peili; Lu, Xiliang; Xiao, Yunhai Smoothing Newton method for \(\ell^0\)-\(\ell^2\) regularized linear inverse problem. (English) Zbl 1481.65059 Inverse Probl. Imaging 16, No. 1, 153-177 (2022). MSC: 65F22 15A29 PDF BibTeX XML Cite \textit{P. Li} et al., Inverse Probl. Imaging 16, No. 1, 153--177 (2022; Zbl 1481.65059) Full Text: DOI
Aneiros, Germán; Novo, Silvia; Vieu, Philippe Variable selection in functional regression models: a review. (English) Zbl 1493.62293 J. Multivariate Anal. 188, Article ID 104871, 13 p. (2022). MSC: 62H12 62R10 PDF BibTeX XML Cite \textit{G. Aneiros} et al., J. Multivariate Anal. 188, Article ID 104871, 13 p. (2022; Zbl 1493.62293) Full Text: DOI
Li, Fang; Ru, Yamin; Lv, Xiao-Guang Patch-based weighted SCAD prior for Rician noise removal. (English) Zbl 07444771 J. Sci. Comput. 90, No. 1, Paper No. 26, 19 p. (2022). MSC: 68U10 68Txx 49M37 49N45 60K05 PDF BibTeX XML Cite \textit{F. Li} et al., J. Sci. Comput. 90, No. 1, Paper No. 26, 19 p. (2022; Zbl 07444771) Full Text: DOI
Chen, Baojiang; Qin, Jing; Yuan, Ao Variable selection in the Box-Cox power transformation model. (English) Zbl 1477.62182 J. Stat. Plann. Inference 216, 15-28 (2022). MSC: 62J07 62F07 62P10 PDF BibTeX XML Cite \textit{B. Chen} et al., J. Stat. Plann. Inference 216, 15--28 (2022; Zbl 1477.62182) Full Text: DOI
Jiang, He; Zheng, Weihua; Dong, Yao Sparse and robust estimation with ridge minimax concave penalty. (English) Zbl 07769004 Inf. Sci. 571, 154-174 (2021). MSC: 62-XX 68-XX PDF BibTeX XML Cite \textit{H. Jiang} et al., Inf. Sci. 571, 154--174 (2021; Zbl 07769004) Full Text: DOI
Chen, Baojiang; Yuan, Ao; Yi, Grace Y. Variable selection for proportional hazards models with high-dimensional covariates subject to measurement error. (English. French summary) Zbl 07759584 Can. J. Stat. 49, No. 2, 397-420 (2021). MSC: 62-XX PDF BibTeX XML Cite \textit{B. Chen} et al., Can. J. Stat. 49, No. 2, 397--420 (2021; Zbl 07759584) Full Text: DOI
Wang, Huajun; Xiu, Naihua Analysis of loss functions in support vector machines. (Chinese. English summary) Zbl 1513.68050 Adv. Math., Beijing 50, No. 6, 801-828 (2021). MSC: 68T05 68-02 90C90 PDF BibTeX XML Cite \textit{H. Wang} and \textit{N. Xiu}, Adv. Math., Beijing 50, No. 6, 801--828 (2021; Zbl 1513.68050) Full Text: DOI
Shahriari, Shirin; Faria, Susana; Gonçalves, A. Manuela A robust sparse linear approach for contaminated data. (English) Zbl 1497.62174 Commun. Stat., Simulation Comput. 50, No. 6, 1662-1678 (2021). MSC: 62J05 62F35 62J07 PDF BibTeX XML Cite \textit{S. Shahriari} et al., Commun. Stat., Simulation Comput. 50, No. 6, 1662--1678 (2021; Zbl 1497.62174) Full Text: DOI Link
Guler, Huseyin; Guler, Ebru Ozgur Sparsely restricted penalized estimators. (English) Zbl 07530929 Commun. Stat., Theory Methods 50, No. 7, 1656-1670 (2021). MSC: 62-XX PDF BibTeX XML Cite \textit{H. Guler} and \textit{E. O. Guler}, Commun. Stat., Theory Methods 50, No. 7, 1656--1670 (2021; Zbl 07530929) Full Text: DOI
Liu, Changqing; Zhao, Peixin; Yang, Yiping Regularization statistical inferences for partially linear models with high dimensional endogenous covariates. (English) Zbl 1484.62040 J. Korean Stat. Soc. 50, No. 1, 163-184 (2021). MSC: 62G05 62G20 PDF BibTeX XML Cite \textit{C. Liu} et al., J. Korean Stat. Soc. 50, No. 1, 163--184 (2021; Zbl 1484.62040) Full Text: DOI
Hemerik, Jesse; Thoresen, Magne; Finos, Livio Permutation testing in high-dimensional linear models: an empirical investigation. (English) Zbl 07493331 J. Stat. Comput. Simulation 91, No. 5, 897-914 (2021). MSC: 62-XX PDF BibTeX XML Cite \textit{J. Hemerik} et al., J. Stat. Comput. Simulation 91, No. 5, 897--914 (2021; Zbl 07493331) Full Text: DOI arXiv
Taylan, Pakize; Yerlikaya-Özkurt, Fatma; Bilgiç Uçak, Burcu; Weber, Gerhard-Wilhelm A new outlier detection method based on convex optimization: application to diagnosis of Parkinson’s disease. (English) Zbl 1521.62495 J. Appl. Stat. 48, No. 13-15, 2421-2440 (2021). MSC: 62-XX PDF BibTeX XML Cite \textit{P. Taylan} et al., J. Appl. Stat. 48, No. 13--15, 2421--2440 (2021; Zbl 1521.62495) Full Text: DOI
She, Yiyuan; Wang, Zhifeng; Jin, Jiuwu Analysis of generalized Bregman surrogate algorithms for nonsmooth nonconvex statistical learning. (English) Zbl 1486.62212 Ann. Stat. 49, No. 6, 3434-3459 (2021). MSC: 62J07 62G08 62J05 68T05 90C26 PDF BibTeX XML Cite \textit{Y. She} et al., Ann. Stat. 49, No. 6, 3434--3459 (2021; Zbl 1486.62212) Full Text: DOI arXiv
Bertsimas, Dimitris; Pauphilet, Jean; Van Parys, Bart Sparse classification: a scalable discrete optimization perspective. (English) Zbl 07465779 Mach. Learn. 110, No. 11-12, 3177-3209 (2021). MSC: 68T05 PDF BibTeX XML Cite \textit{D. Bertsimas} et al., Mach. Learn. 110, No. 11--12, 3177--3209 (2021; Zbl 07465779) Full Text: DOI arXiv
Ma, Xiaoyu; Lin, Lu Univariate measurement error selection likelihood for variable selection of additive model. (English) Zbl 07464107 Statistics 55, No. 4, 875-893 (2021). MSC: 62-XX PDF BibTeX XML Cite \textit{X. Ma} and \textit{L. Lin}, Statistics 55, No. 4, 875--893 (2021; Zbl 07464107) Full Text: DOI
Taavoni, M.; Arashi, M. High-dimensional generalized semiparametric model for longitudinal data. (English) Zbl 07464105 Statistics 55, No. 4, 831-850 (2021). MSC: 62-XX PDF BibTeX XML Cite \textit{M. Taavoni} and \textit{M. Arashi}, Statistics 55, No. 4, 831--850 (2021; Zbl 07464105) Full Text: DOI arXiv
Kawano, Shuichi Sparse principal component regression via singular value decomposition approach. (English) Zbl 07433038 Adv. Data Anal. Classif., ADAC 15, No. 3, 795-823 (2021). MSC: 62H25 62J07 62J05 PDF BibTeX XML Cite \textit{S. Kawano}, Adv. Data Anal. Classif., ADAC 15, No. 3, 795--823 (2021; Zbl 07433038) Full Text: DOI arXiv
Belbahri, Mouloud; Murua, Alejandro; Gandouet, Olivier; Nia, Vahid Partovi Qini-based uplift regression. (English) Zbl 1478.62199 Ann. Appl. Stat. 15, No. 3, 1247-1272 (2021). MSC: 62J07 62J12 62P20 PDF BibTeX XML Cite \textit{M. Belbahri} et al., Ann. Appl. Stat. 15, No. 3, 1247--1272 (2021; Zbl 1478.62199) Full Text: DOI arXiv
Dai, Mingwei; Dai, Shuyang; Huang, Junjun; Kang, Lican; Lu, Xiliang Truncated \(L_1\) regularized linear regression: theory and algorithm. (English) Zbl 1474.62282 Commun. Comput. Phys. 30, No. 1, 190-209 (2021). MSC: 62J99 PDF BibTeX XML Cite \textit{M. Dai} et al., Commun. Comput. Phys. 30, No. 1, 190--209 (2021; Zbl 1474.62282) Full Text: DOI
Zhu, Yunzhang; Liu, Renxiong An algorithmic view of \(\ell_2\) regularization and some path-following algorithms. (English) Zbl 07415081 J. Mach. Learn. Res. 22, Paper No. 138, 62 p. (2021). MSC: 68T05 PDF BibTeX XML Cite \textit{Y. Zhu} and \textit{R. Liu}, J. Mach. Learn. Res. 22, Paper No. 138, 62 p. (2021; Zbl 07415081) Full Text: arXiv Link
Flaschel, Moritz; Kumar, Siddhant; De Lorenzis, Laura Unsupervised discovery of interpretable hyperelastic constitutive laws. (English) Zbl 1506.74051 Comput. Methods Appl. Mech. Eng. 381, Article ID 113852, 19 p. (2021). MSC: 74B20 65N21 68T05 74A20 PDF BibTeX XML Cite \textit{M. Flaschel} et al., Comput. Methods Appl. Mech. Eng. 381, Article ID 113852, 19 p. (2021; Zbl 1506.74051) Full Text: DOI arXiv
De Gregorio, Alessandro; Iafrate, Francesco Regularized bridge-type estimation with multiple penalties. (English) Zbl 1473.62079 Ann. Inst. Stat. Math. 73, No. 5, 921-951 (2021). MSC: 62F10 60J60 PDF BibTeX XML Cite \textit{A. De Gregorio} and \textit{F. Iafrate}, Ann. Inst. Stat. Math. 73, No. 5, 921--951 (2021; Zbl 1473.62079) Full Text: DOI arXiv
Qin, Shanshan; Ding, Hao; Wu, Yuehua; Liu, Feng High-dimensional sign-constrained feature selection and grouping. (English) Zbl 1469.62301 Ann. Inst. Stat. Math. 73, No. 4, 787-819 (2021). MSC: 62J05 62H30 62P10 90C25 PDF BibTeX XML Cite \textit{S. Qin} et al., Ann. Inst. Stat. Math. 73, No. 4, 787--819 (2021; Zbl 1469.62301) Full Text: DOI
Atamturk, Alper; Gomez, Andres; Han, Shaoning Sparse and smooth signal estimation: convexification of \(\ell_0\)-formulations. (English) Zbl 07370569 J. Mach. Learn. Res. 22, Paper No. 52, 43 p. (2021). MSC: 68T05 PDF BibTeX XML Cite \textit{A. Atamturk} et al., J. Mach. Learn. Res. 22, Paper No. 52, 43 p. (2021; Zbl 07370569) Full Text: arXiv Link
Kivaranovic, Danijel; Leeb, Hannes On the length of post-model-selection confidence intervals conditional on polyhedral constraints. (English) Zbl 1464.62244 J. Am. Stat. Assoc. 116, No. 534, 845-857 (2021). MSC: 62F25 62J07 PDF BibTeX XML Cite \textit{D. Kivaranovic} and \textit{H. Leeb}, J. Am. Stat. Assoc. 116, No. 534, 845--857 (2021; Zbl 1464.62244) Full Text: DOI arXiv
Huang, Jian; Jiao, Yuling; Jin, Bangti; Liu, Jin; Lu, Xiliang; Yang, Can A unified primal dual active set algorithm for nonconvex sparse recovery. (English) Zbl 07368234 Stat. Sci. 36, No. 2, 215-238 (2021). MSC: 62-XX PDF BibTeX XML Cite \textit{J. Huang} et al., Stat. Sci. 36, No. 2, 215--238 (2021; Zbl 07368234) Full Text: DOI
Lahiri, Soumendra N. Necessary and sufficient conditions for variable selection consistency of the Lasso in high dimensions. (English) Zbl 1469.62307 Ann. Stat. 49, No. 2, 820-844 (2021). Reviewer: Fraser Daly (Edinburgh) MSC: 62J07 62E20 62J05 PDF BibTeX XML Cite \textit{S. N. Lahiri}, Ann. Stat. 49, No. 2, 820--844 (2021; Zbl 1469.62307) Full Text: DOI
Afzal, Arfan Raheen; Yang, Jing; Lu, Xuewen Variable selection in partially linear additive hazards model with grouped covariates and a diverging number of parameters. (English) Zbl 1505.62012 Comput. Stat. 36, No. 2, 829-855 (2021). MSC: 62-08 62G08 62G20 62P10 PDF BibTeX XML Cite \textit{A. R. Afzal} et al., Comput. Stat. 36, No. 2, 829--855 (2021; Zbl 1505.62012) Full Text: DOI
Güney, Yeşim; Tuaç, Yetkin; Özdemir, Şenay; Arslan, Olcay Robust estimation and variable selection in heteroscedastic regression model using least favorable distribution. (English) Zbl 1505.62169 Comput. Stat. 36, No. 2, 805-827 (2021). MSC: 62-08 62J05 62J07 62F12 62F35 PDF BibTeX XML Cite \textit{Y. Güney} et al., Comput. Stat. 36, No. 2, 805--827 (2021; Zbl 1505.62169) Full Text: DOI
Liu, Yin; Tian, Guo-Liang; Wang, Mingqiu A new variant of the parallel regression model with variable selection in surveys with sensitive attribute. (English) Zbl 1466.62374 J. Stat. Plann. Inference 212, 69-83 (2021). MSC: 62J12 62F07 62D05 62P25 PDF BibTeX XML Cite \textit{Y. Liu} et al., J. Stat. Plann. Inference 212, 69--83 (2021; Zbl 1466.62374) Full Text: DOI
Lee, Kuo-Jung; Feldkircher, Martin; Chen, Yi-Chi Variable selection in finite mixture of regression models with an unknown number of components. (English) Zbl 1510.62297 Comput. Stat. Data Anal. 158, Article ID 107180, 19 p. (2021). MSC: 62J05 62F15 62H30 62P05 PDF BibTeX XML Cite \textit{K.-J. Lee} et al., Comput. Stat. Data Anal. 158, Article ID 107180, 19 p. (2021; Zbl 1510.62297) Full Text: DOI
Su, Meihong; Wang, Wenjian Elastic net penalized quantile regression model. (English) Zbl 1464.62263 J. Comput. Appl. Math. 392, Article ID 113462, 16 p. (2021). MSC: 62G08 62J05 62R07 62P10 PDF BibTeX XML Cite \textit{M. Su} and \textit{W. Wang}, J. Comput. Appl. Math. 392, Article ID 113462, 16 p. (2021; Zbl 1464.62263) Full Text: DOI
Shen, Lixin; Suter, Bruce W.; Tripp, Erin E. Algorithmic versatility of SPF-regularization methods. (English) Zbl 1512.94007 Anal. Appl., Singap. 19, No. 1, 43-69 (2021). MSC: 94A08 94A12 90C25 65K05 PDF BibTeX XML Cite \textit{L. Shen} et al., Anal. Appl., Singap. 19, No. 1, 43--69 (2021; Zbl 1512.94007) Full Text: DOI arXiv
Birgin, E. G.; Martínez, J. M.; Ramos, A. On constrained optimization with nonconvex regularization. (English) Zbl 1496.90064 Numer. Algorithms 86, No. 3, 1165-1188 (2021). Reviewer: Rita Pini (Milano) MSC: 90C26 90C46 PDF BibTeX XML Cite \textit{E. G. Birgin} et al., Numer. Algorithms 86, No. 3, 1165--1188 (2021; Zbl 1496.90064) Full Text: DOI
Taavoni, Mozghan; Arashi, Mohammad Simultaneous variable selection and estimation in generalized semiparametric mixed effects modeling of longitudinal data. (English) Zbl 07616816 Bekker, Andriëtte (ed.) et al., Computational and methodological statistics and biostatistics. Contemporary essays in advancement. Cham: Springer. Emerg. Top. Stat. Biostat., 447-474 (2020). MSC: 62P10 PDF BibTeX XML Cite \textit{M. Taavoni} and \textit{M. Arashi}, in: Computational and methodological statistics and biostatistics. Contemporary essays in advancement. Cham: Springer. 447--474 (2020; Zbl 07616816) Full Text: DOI
Firinguetti-Limone, Luis; Pereira-Barahona, Manuel Bayesian estimation of the shrinkage parameter in ridge regression. (English) Zbl 1489.62212 Commun. Stat., Simulation Comput. 49, No. 12, 3314-3327 (2020). MSC: 62J07 62F15 62J05 PDF BibTeX XML Cite \textit{L. Firinguetti-Limone} and \textit{M. Pereira-Barahona}, Commun. Stat., Simulation Comput. 49, No. 12, 3314--3327 (2020; Zbl 1489.62212) Full Text: DOI
Khalfoune, Samia; Zerouati, Halima Almost complete convergence for the sequence of approximate solutions in linear calibration problem with \(\alpha\)-mixing random data. (English) Zbl 1498.47030 Filomat 34, No. 10, 3251-3264 (2020). MSC: 47A52 53C38 62L20 PDF BibTeX XML Cite \textit{S. Khalfoune} and \textit{H. Zerouati}, Filomat 34, No. 10, 3251--3264 (2020; Zbl 1498.47030) Full Text: DOI
Um, Seungha; Kim, Dongshin; Lee, Sangin; Kwon, Sunghoon On the strong oracle property of concave penalized estimators with infinite penalty derivative at the origin. (English) Zbl 1485.62090 J. Korean Stat. Soc. 49, No. 2, 439-456 (2020). MSC: 62J05 62J07 PDF BibTeX XML Cite \textit{S. Um} et al., J. Korean Stat. Soc. 49, No. 2, 439--456 (2020; Zbl 1485.62090) Full Text: DOI
Griffin, Maryclare; Hoff, Peter D. Testing sparsity-inducing penalties. (English) Zbl 07499277 J. Comput. Graph. Stat. 29, No. 1, 128-139 (2020). MSC: 62-XX PDF BibTeX XML Cite \textit{M. Griffin} and \textit{P. D. Hoff}, J. Comput. Graph. Stat. 29, No. 1, 128--139 (2020; Zbl 07499277) Full Text: DOI arXiv
Camponovo, Lorenzo Bootstrap inference for penalized GMM estimators with oracle properties. (English) Zbl 1490.62188 Econom. Rev. 39, No. 4, 362-372 (2020). MSC: 62J07 62G09 62P20 PDF BibTeX XML Cite \textit{L. Camponovo}, Econom. Rev. 39, No. 4, 362--372 (2020; Zbl 1490.62188) Full Text: DOI Link
Li, M.; Guo, Q.; Zhai, W. J.; Chen, B. Z. The linearized alternating direction method of multipliers for low-rank and fused LASSO matrix regression model. (English) Zbl 1521.62387 J. Appl. Stat. 47, No. 13-15, 2623-2640 (2020). MSC: 62-XX PDF BibTeX XML Cite \textit{M. Li} et al., J. Appl. Stat. 47, No. 13--15, 2623--2640 (2020; Zbl 1521.62387) Full Text: DOI
Li, Tizheng; Guo, Yue Penalized profile quasi-maximum likelihood method of partially linear spatial autoregressive model. (English) Zbl 07480199 J. Stat. Comput. Simulation 90, No. 15, 2705-2740 (2020). MSC: 91B72 62G05 62-XX PDF BibTeX XML Cite \textit{T. Li} and \textit{Y. Guo}, J. Stat. Comput. Simulation 90, No. 15, 2705--2740 (2020; Zbl 07480199) Full Text: DOI
Li, Tizheng; Yin, Qingyan; Peng, Jialong Variable selection of partially linear varying coefficient spatial autoregressive model. (English) Zbl 07480198 J. Stat. Comput. Simulation 90, No. 15, 2681-2704 (2020). MSC: 91B72 62G05 62-XX PDF BibTeX XML Cite \textit{T. Li} et al., J. Stat. Comput. Simulation 90, No. 15, 2681--2704 (2020; Zbl 07480198) Full Text: DOI
Okuno, Takayuki; Takeda, Akiko Bilevel optimization of regularization hyperparameters in machine learning. (English) Zbl 07440935 Dempe, Stephan (ed.) et al., Bilevel optimization. Advances and next challenges. Cham: Springer. Springer Optim. Appl. 161, 169-194 (2020). MSC: 68-XX 90-XX PDF BibTeX XML Cite \textit{T. Okuno} and \textit{A. Takeda}, Springer Optim. Appl. 161, 169--194 (2020; Zbl 07440935) Full Text: DOI
Erichson, N. Benjamin; Mathelin, Lionel; Yao, Zhewei; Brunton, Steven L.; Mahoney, Michael W.; Kutz, J. Nathan Shallow neural networks for fluid flow reconstruction with limited sensors. (English) Zbl 1472.68172 Proc. R. Soc. Lond., A, Math. Phys. Eng. Sci. 476, No. 2238, Article ID 20200097, 25 p. (2020). MSC: 68T07 76M99 PDF BibTeX XML Cite \textit{N. B. Erichson} et al., Proc. R. Soc. Lond., A, Math. Phys. Eng. Sci. 476, No. 2238, Article ID 20200097, 25 p. (2020; Zbl 1472.68172) Full Text: DOI arXiv Link
Buscemi, Simona; Plaia, Antonella Model selection in linear mixed-effect models. (English) Zbl 1476.62156 AStA, Adv. Stat. Anal. 104, No. 4, 529-575 (2020). MSC: 62J07 62F07 62B10 PDF BibTeX XML Cite \textit{S. Buscemi} and \textit{A. Plaia}, AStA, Adv. Stat. Anal. 104, No. 4, 529--575 (2020; Zbl 1476.62156) Full Text: DOI
Suzuki, Takumi; Yoshida, Nakahiro Penalized least squares approximation methods and their applications to stochastic processes. (English) Zbl 1465.62052 Jpn. J. Stat. Data Sci. 3, No. 2, 513-541 (2020). MSC: 62F07 62F10 60G55 60J60 PDF BibTeX XML Cite \textit{T. Suzuki} and \textit{N. Yoshida}, Jpn. J. Stat. Data Sci. 3, No. 2, 513--541 (2020; Zbl 1465.62052) Full Text: DOI arXiv
Liu, Xiling; Zhou, Shuisheng Approximate kernel partial least squares. (English) Zbl 1477.68288 Ann. Math. Artif. Intell. 88, No. 9, 973-986 (2020). MSC: 68T10 62J05 PDF BibTeX XML Cite \textit{X. Liu} and \textit{S. Zhou}, Ann. Math. Artif. Intell. 88, No. 9, 973--986 (2020; Zbl 1477.68288) Full Text: DOI
Yang, Xinming; Narisetty, Naveen N. Consistent group selection with Bayesian high dimensional modeling. (English) Zbl 1459.62029 Bayesian Anal. 15, No. 3, 909-935 (2020). MSC: 62F07 62F15 62H12 PDF BibTeX XML Cite \textit{X. Yang} and \textit{N. N. Narisetty}, Bayesian Anal. 15, No. 3, 909--935 (2020; Zbl 1459.62029) Full Text: DOI Euclid
Karbasi, Delara; Rabiei, Mohammad Reza; Nazemi, Alireza A generalized bridge regression in fuzzy environment and its numerical solution by a capable recurrent neural network. (English) Zbl 1489.62214 J. Math. 2020, Article ID 8838040, 27 p. (2020). MSC: 62J07 62J86 62M45 90C70 PDF BibTeX XML Cite \textit{D. Karbasi} et al., J. Math. 2020, Article ID 8838040, 27 p. (2020; Zbl 1489.62214) Full Text: DOI
Sarwar, Owais; Sauk, Benjamin; Sahinidis, Nikolaos V. A discussion on practical considerations with sparse regression methodologies. (English) Zbl 07307188 Stat. Sci. 35, No. 4, 593-601 (2020). MSC: 62-XX PDF BibTeX XML Cite \textit{O. Sarwar} et al., Stat. Sci. 35, No. 4, 593--601 (2020; Zbl 07307188) Full Text: DOI arXiv Euclid
Wang, Shuaiwen; Weng, Haolei; Maleki, Arian Which bridge estimator is the best for variable selection? (English) Zbl 1456.62147 Ann. Stat. 48, No. 5, 2791-2823 (2020). Reviewer: Glauber Márcio Silveira Pereira (Ceará) MSC: 62J05 62J07 PDF BibTeX XML Cite \textit{S. Wang} et al., Ann. Stat. 48, No. 5, 2791--2823 (2020; Zbl 1456.62147) Full Text: DOI arXiv Euclid
Chu, Yi; Lin, Lu Conditional SIRS for nonparametric and semiparametric models by marginal empirical likelihood. (English) Zbl 1452.62249 Stat. Pap. 61, No. 4, 1589-1606 (2020). MSC: 62G05 62H20 62R07 62P10 PDF BibTeX XML Cite \textit{Y. Chu} and \textit{L. Lin}, Stat. Pap. 61, No. 4, 1589--1606 (2020; Zbl 1452.62249) Full Text: DOI