Zeng, Jing; Mai, Qing; Zhang, Xin Subspace estimation with automatic dimension and variable selection in sufficient dimension reduction. (English) Zbl 07820387 J. Am. Stat. Assoc. 119, No. 545, 343-355 (2024). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI
Kim, Kipoong; Jung, Sungkyu Integrative sparse reduced-rank regression via orthogonal rotation for analysis of high-dimensional multi-source data. (English) Zbl 1523.62017 Stat. Comput. 34, No. 1, Paper No. 2, 14 p. (2024). MSC: 62-08 62J05 62H12 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Wang, Di; Zheng, Yao; Lian, Heng; Li, Guodong High-dimensional vector autoregressive time series modeling via tensor decomposition. (English) Zbl 1506.62373 J. Am. Stat. Assoc. 117, No. 539, 1338-1356 (2022). MSC: 62M10 68T09 62H99 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Lee, Kwangmin; Lee, Kyoungjae; Lee, Jaeyong Estimation of conditional mean operator under the bandable covariance structure. (English) Zbl 1493.62038 Electron. J. Stat. 16, No. 1, 1253-1302 (2022). MSC: 62C20 62H12 62J05 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Dong, Ruipeng; Zhou, Jia; Zheng, Zemin Controlling the false discovery rate for latent factors via unit-rank deflation. (English) Zbl 1473.62203 Stat. Probab. Lett. 178, Article ID 109178, 6 p. (2021). MSC: 62H25 62J07 × Cite Format Result Cite Review PDF Full Text: DOI
Dong, Ruipeng; Li, Daoji; Zheng, Zemin Parallel integrative learning for large-scale multi-response regression with incomplete outcomes. (English) Zbl 1543.62313 Comput. Stat. Data Anal. 160, Article ID 107243, 21 p. (2021). MSC: 62G08 62H12 62J05 62-08 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Mishra, Aditya; Dey, Dipak K.; Chen, Yong; Chen, Kun Generalized co-sparse factor regression. (English) Zbl 1510.62067 Comput. Stat. Data Anal. 157, Article ID 107127, 16 p. (2021). MSC: 62-08 62J05 62J07 62J12 62H12 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Wu, Jie; Zheng, Zemin; Li, Yang; Zhang, Yi Scalable interpretable learning for multi-response error-in-variables regression. (English) Zbl 1448.62079 J. Multivariate Anal. 179, Article ID 104644, 13 p. (2020). MSC: 62H12 62H25 62J07 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Yu, Ming; Gupta, Varun; Kolar, Mladen Recovery of simultaneous low rank and two-way sparse coefficient matrices, a nonconvex approach. (English) Zbl 1434.90161 Electron. J. Stat. 14, No. 1, 413-457 (2020). MSC: 90C26 90C90 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Ren, Zhao; Kang, Yongjian; Fan, Yingying; Lv, Jinchi Tuning-free heterogeneous inference in massive networks. (English) Zbl 1428.62098 J. Am. Stat. Assoc. 114, No. 528, 1908-1925 (2019). MSC: 62E20 62F10 62F12 62M10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Uematsu, Yoshimasa; Fan, Yingying; Chen, Kun; Lv, Jinchi; Lin, Wei SOFAR: large-scale association network learning. (English) Zbl 1432.68402 IEEE Trans. Inf. Theory 65, No. 8, 4924-4939 (2019). MSC: 68T05 62H25 90C26 90C90 × Cite Format Result Cite Review PDF Full Text: DOI arXiv