Qiang Sun

Qiang Sun

University of Toronto

H-index: 16

North America-Canada

About Qiang Sun

Qiang Sun, With an exceptional h-index of 16 and a recent h-index of 15 (since 2020), a distinguished researcher at University of Toronto, specializes in the field of Statistical Learning, Ensemble Learning, Online Learning, Robustness, Transfer Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Quadratic Matrix Factorization With Applications to Manifold Learning

Rethinking the uniformity metric in self-supervised learning

Directional diffusion models for graph representation learning

The exact risks of reference panel-based regularized estimators

Variance-aware robust reinforcement learning with linear function approximation under heavy-tailed rewards

Sparse reduced rank Huber regression in high dimensions

An analysis of classical multidimensional scaling with applications to clustering

Ensemble linear interpolators: The role of ensembling

Qiang Sun Information

University

Position

___

Citations(all)

1464

Citations(since 2020)

1378

Cited By

426

hIndex(all)

16

hIndex(since 2020)

15

i10Index(all)

20

i10Index(since 2020)

18

Email

University Profile Page

University of Toronto

Google Scholar

View Google Scholar Profile

Qiang Sun Skills & Research Interests

Statistical Learning

Ensemble Learning

Online Learning

Robustness

Transfer Learning

Top articles of Qiang Sun

Title

Journal

Author(s)

Publication Date

Quadratic Matrix Factorization With Applications to Manifold Learning

IEEE Transactions on Pattern Analysis and Machine Intelligence

Zheng Zhai

Hengchao Chen

Qiang Sun

2024/3/22

Rethinking the uniformity metric in self-supervised learning

arXiv preprint arXiv:2403.00642

Xianghong Fang

Jian Li

Qiang Sun

Benyou Wang

2024/3/1

Directional diffusion models for graph representation learning

Advances in Neural Information Processing Systems

Run Yang

Yuling Yang

Fan Zhou

Qiang Sun

2024/2/13

The exact risks of reference panel-based regularized estimators

arXiv preprint arXiv:2401.11359

Buxin Su

Qiang Sun

Xiaochen Yang

Bingxin Zhao

2024/1/21

Variance-aware robust reinforcement learning with linear function approximation under heavy-tailed rewards

arXiv preprint arXiv:2303.05606

Xiang Li

Qiang Sun

2023/3/9

Sparse reduced rank Huber regression in high dimensions

Journal of the American Statistical Association

Kean Ming Tan

Qiang Sun

Daniela Witten

2023/10/2

An analysis of classical multidimensional scaling with applications to clustering

Information and Inference: A Journal of the IMA

Anna Little

Yuying Xie

Qiang Sun

2023/3

Ensemble linear interpolators: The role of ensembling

arXiv preprint arXiv:2309.03354

Mingqi Wu

Qiang Sun

2023/9/6

Sex differences in the oral microbiome, host traits, and their causal relationships

IScience

Xiaomin Liu

Xin Tong

Zhuye Jie

Jie Zhu

Liu Tian

...

2023/1/20

Sketched ridgeless linear regression: The role of downsampling

Xin Chen

Yicheng Zeng

Siyue Yang

Qiang Sun

2023/7/3

Online linearized LASSO

Shuoguang Yang

Yuhao Yan

Xiuneng Zhu

Qiang Sun

2023/4/11

Fast global convergence of gradient descent for low-rank matrix approximation

arXiv preprint arXiv:2305.19206

Hengchao Chen

Xin Chen

Mohamad Elmasri

Qiang Sun

2023/5/30

Statistical analysis of Karcher means for random restricted PSD matrices

Hengchao Chen

Xiang Li

Qiang Sun

2023/4/11

Image segmentation for defect analysis in laser powder bed fusion: deep data mining of X-ray photography from recent literature

Integrating Materials and Manufacturing Innovation

Jiahui Zhang

Tianyi Lyu

Yujie Hua

Zeren Shen

Qiang Sun

...

2022/9

Bayesian factor-adjusted sparse regression

Journal of econometrics

Jianqing Fan

Bai Jiang

Qiang Sun

2022/9/1

Distributed Sparse Multicategory Discriminant Analysis

Hengchao Chen

Qiang Sun

2022/5/3

Distributed adaptive Huber regression

Computational Statistics & Data Analysis

Jiyu Luo

Qiang Sun

Wen-Xin Zhou

2022/5/1

Supervised Principal Component Regression for Functional Responses with High Dimensional Predictors

Journal of Computational and Graphical Statistics

Xinyi Zhang

Qiang Sun

Dehan Kong

2024/1/2

Recognition and classification of single melt tracks using deep neural network: A fast and effective method to determine process windows in selective laser melting

Journal of Manufacturing Processes

Wei Xing

Tianyi Lyu

Xin Chu

Yiming Rong

Chi-Guhn Lee

...

2021/8/1

Hoeffding's inequality for general Markov chains and its applications to statistical learning

The Journal of Machine Learning Research, 22(139):1−35.

Jianqing Fan

Bai Jiang

Qiang Sun

2021

See List of Professors in Qiang Sun University(University of Toronto)

Co-Authors

H-index: 121
Jianqing  Fan

Jianqing Fan

Princeton University

H-index: 83
Joseph G. Ibrahim

Joseph G. Ibrahim

University of North Carolina at Chapel Hill

H-index: 78
Hongtu Zhu

Hongtu Zhu

University of North Carolina at Chapel Hill

H-index: 59
Han Liu

Han Liu

Princeton University

H-index: 53
Daniela Witten

Daniela Witten

University of Washington

H-index: 24
Jill Johnston

Jill Johnston

University of Southern California

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