Ruiqi Liu

most citedStatistical Inference with Stochastic Gradient Methods under

I ¨ 

-mixing Data

1 citations · 1 across the 2 of their papers we have counts for

collaborators

2 papers

stat.ME2026★ 1 cited

Statistical Inference with Stochastic Gradient Methods under $I ¨ $ -mixing Data

Ruiqi Liu, Xi Chen, Zuofeng Shang

Stochastic gradient descent (SGD) is a scalable and memory-efficient optimization algorithm for large datasets and stream data, which has drawn a great deal of attention and popula…

stat.ME2026

Estimation and Hypothesis Testing of Derivatives in Smoothing Spline ANOVA Models

Ruiqi Liu, Kexuan Li, Meng Li

Within the framework of smoothing spline ANOVA, we propose a plug-in kernel ridge regression estimator to estimate the derivatives of the underlying multivariate regression functio…

Statistical Inference with Stochastic Gradient Methods under I¨-mixing Data

Estimation and Hypothesis Testing of Derivatives in Smoothing Spline ANOVA Models

Statistical Inference with Stochastic Gradient Methods under $I ¨ $ -mixing Data