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20212024
most citedInference on High-dimensional Single-index Models with Streaming Data

2 citations · 2 across the 5 of their papers we have counts for

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5 papers

stat.ME2024

Linear spline index regression model: Interpretability, nonlinearity and dimension reduction

Lianqiang Qu, Long Lv, Meiling Hao +1

Inspired by the complexity of certain real-world datasets, this article introduces a novel flexible linear spline index regression model. The model posits piecewise linear effects…

stat.ME2024

Distributed variable screening for generalized linear models

Tianbo Diao, Lianqiang Qu, Bo Li +1

In this article, we develop a distributed variable screening method for generalized linear models. This method is designed to handle situations where both the sample size and the n…

stat.ME2022

Renewable Learning for Multiplicative Regression with Streaming Datasets

Tianzhen Wang, Haixiang Zhang, Liuquan Sun

When large amounts of data continuously arrive in streams, online updating is an effective way to reduce storage and computational burden. The key idea of online updating is that t…

stat.ME20222 cited

Inference on High-dimensional Single-index Models with Streaming Data

Dongxiao Han, Jinhan Xie, Jin Liu +4

Traditional statistical methods are faced with new challenges due to streaming data. The major challenge is the rapidly growing volume and velocity of data, which makes storing suc…

stat.ME2021

On Estimating Optimal Regime for Treatment Initiation Time Based on Restricted Mean Residual Lifetime

Xin Chen, Rui Song, Jiajia Zhang +3

When to initiate treatment on patients is an important problem in many medical studies such as AIDS and cancer. In this article, we formulate the treatment initiation time problem…