Li, Xuetong; Gao, Yuan; Chang, Hong; Huang, Danyang; Ma, Yingying; Pan, Rui; Qi, Haobo; Wang, Feifei; Wu, Shuyuan; Xu, Ke; Zhou, Jing; Zhu, Xuening; Zhu, Yingqiu; Wang, Hansheng A selective review on statistical methods for massive data computation: distributed computing, subsampling, and minibatch techniques. (English) Zbl 07927934 Stat. Theory Relat. Fields 8, No. 3, 163-185 (2024). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Ding, Jie; Li, Jialiang; Wang, Xiaoguang Renewable risk assessment of heterogeneous streaming time-to-event cohorts. (English) Zbl 07925792 Stat. Med. 43, No. 20, 3761-3777 (2024). MSC: 62P10 × Cite Format Result Cite Review PDF Full Text: DOI
Hector, Emily C.; Martin, Ryan Turning the information-sharing dial: efficient inference from different data sources. (English) Zbl 07904148 Electron. J. Stat. 18, No. 2, 2974-3020 (2024). MSC: 62J07 62F12 62B11 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link OA License
Lange, Rutger-Jan Bellman filtering and smoothing for state-space models. (English) Zbl 07803970 J. Econom. 238, No. 2, Article ID 105632, 26 p. (2024). MSC: 62-XX 91-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Qi, Haobo; Wang, Feifei; Wang, Hansheng Statistical analysis of fixed mini-batch gradient descent estimator. (English) Zbl 07792620 J. Comput. Graph. Stat. 32, No. 4, 1348-1360 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Gao, Yuan; Zhu, Xuening; Qi, Haobo; Li, Guodong; Zhang, Riquan; Wang, Hansheng An asymptotic analysis of random partition based minibatch momentum methods for linear regression models. (English) Zbl 07792042 J. Comput. Graph. Stat. 32, No. 3, 1083-1096 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Luo, Lan; Han, Ruijian; Lin, Yuanyuan; Huang, Jian Online inference in high-dimensional generalized linear models with streaming data. (English) Zbl 07784500 Electron. J. Stat. 17, No. 2, 3443-3471 (2023). MSC: 62J07 62J12 62F25 × Cite Format Result Cite Review PDF Full Text: DOI Link
Luo, Lan; Zhou, Ling; Song, Peter X.-K. Real-time regression analysis of streaming clustered data with possible abnormal data batches. (English) Zbl 07751826 J. Am. Stat. Assoc. 118, No. 543, 2029-2044 (2023). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Zhu, Wanrong; Chen, Xi; Wu, Wei Biao Online covariance matrix estimation in stochastic gradient descent. (English) Zbl 07705999 J. Am. Stat. Assoc. 118, No. 541, 393-404 (2023). MSC: 62-XX 68W27 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Link
Zhu, Wanrong; Lou, Zhipeng; Wu, Wei Biao Beyond sub-Gaussian noises: sharp concentration analysis for stochastic gradient descent. (English) Zbl 07625199 J. Mach. Learn. Res. 23, Paper No. 46, 22 p. (2022). MSC: 68T05 × Cite Format Result Cite Review PDF Full Text: Link
Eisenmann, Monika; Stillfjord, Tony; Williamson, Måns Sub-linear convergence of a stochastic proximal iteration method in Hilbert space. (English) Zbl 1496.90110 Comput. Optim. Appl. 83, No. 1, 181-210 (2022). MSC: 90C48 46N10 65K10 90C15 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Eisenmann, Monika; Stillfjord, Tony Sublinear convergence of a tamed stochastic gradient descent method in Hilbert space. (English) Zbl 1509.65056 SIAM J. Optim. 32, No. 3, 1642-1667 (2022). MSC: 65K10 90C15 90C48 46N10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Davis, Damek; Drusvyatskiy, Dmitriy Graphical convergence of subgradients in nonconvex optimization and learning. (English) Zbl 1492.90101 Math. Oper. Res. 47, No. 1, 209-231 (2022). MSC: 90C15 90C26 68Q32 65K10 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Gerber, Mathieu; Heine, Kari Online inference with multi-modal likelihood functions. (English) Zbl 1486.62060 Ann. Stat. 49, No. 6, 3103-3126 (2021). MSC: 62F10 62F12 62L12 68W27 90C26 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Wang, Yazhen; Wu, Shang Asymptotic analysis via stochastic differential equations of gradient descent algorithms in statistical and computational paradigms. (English) Zbl 1529.65008 J. Mach. Learn. Res. 21, Paper No. 199, 103 p. (2020). MSC: 65K05 60F05 60H15 62L20 68T05 90C15 × Cite Format Result Cite Review PDF Full Text: arXiv Link
Chen, Xi; Lee, Jason D.; Tong, Xin T.; Zhang, Yichen Statistical inference for model parameters in stochastic gradient descent. (English) Zbl 1440.62287 Ann. Stat. 48, No. 1, 251-273 (2020). Reviewer: Oleksandr Kukush (Kyïv) MSC: 62J10 62M02 60K35 × Cite Format Result Cite Review PDF Full Text: DOI arXiv Euclid
Fang, Yixin Scalable statistical inference for averaged implicit stochastic gradient descent. (English) Zbl 1444.62135 Scand. J. Stat. 46, No. 4, 987-1002 (2019). MSC: 62R07 62G05 62G09 62L20 × Cite Format Result Cite Review PDF Full Text: DOI
Asi, Hilal; Duchi, John C. Stochastic (approximate) proximal point methods: convergence, optimality, and adaptivity. (English) Zbl 07105236 SIAM J. Optim. 29, No. 3, 2257-2290 (2019). MSC: 65K10 90C06 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Davis, Damek; Drusvyatskiy, Dmitriy Stochastic model-based minimization of weakly convex functions. (English) Zbl 1415.65136 SIAM J. Optim. 29, No. 1, 207-239 (2019). MSC: 65K05 90C15 90C25 90C30 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Fang, Yixin; Xu, Jinfeng; Yang, Lei Online bootstrap confidence intervals for the stochastic gradient descent estimator. (English) Zbl 1476.62060 J. Mach. Learn. Res. 19, Paper No. 78, 21 p. (2018). MSC: 62F25 62F10 68T20 68W27 62F12 62F40 × Cite Format Result Cite Review PDF Full Text: Link