Publications

• Efficient Approximation of Gromov-Wasserstein Distance Using Importance Sparsification

Mengyu Li, Jun Yu, Hongteng Xu, Cheng Meng

Journal of Computational and Graphical Statistics, 2022.

• Smoothing splines approximation using Hilbert curve basis selection

Cheng Meng, Jun Yu, Yongkai Chen, Wenxuan Zhong, Ping Ma

Journal of Computational and Graphical Statistics, 2022. [PDF]

• An optimal transport approach for selecting a representative subsample with application in efficient kernel density estimation

Jingyi Zhang, Cheng Meng, Jun Yu, Mengrui Zhang, Wenxuan Zhong, Ping Ma

Journal of Computational and Graphical Statistics, 2022. [PDF]

• Projection‐based techniques for high‐dimensional optimal transport problems

Jingyi Zhang, Ping Ma, Wenxuan Zhong, Cheng Meng

Wiley Interdisciplinary Reviews: Computational Statistics, 2022. [PDF]

• LowCon: A design-based subsampling approach in a misspecified linear model

Cheng Meng, Rui Xie, Abhyuday Mandal, Xinlian Zhang, Wenxuan Zhong, and Ping Ma.

Journal of Computational and Graphical Statistics, 2021. [PDF]

• High resolution 3D terrestrial LiDAR for cotton plant main stalk and node detection

Shangpeng Sun, Changying Li, Peng W Chee, Andrew H Paterson, Cheng Meng, Jingyi Zhang, Ping Ma, Jon S Robertson, Jeevan Adhikari

Computers and Electronics in Agriculture, 2021.

• Modern Subsampling Methods for Large-Scale Least Squares Regression

Tao Li, Cheng Meng

International Journal of Cyber-Physical Systems (IJCPS), 2021. [PDF]

• Sufficient dimension reduction for classification using principal optimal transport direction

Cheng Meng, Jun Yu, Jingyi Zhang, Ping Ma, and Wenxuan Zhong

NeurIPS 2020, published. [PDF]

• More efficient computation of smoothing splines via space-filling basis selection

Cheng Meng, Xinlian Zhang, Jingyi Zhang, Wenxuan Zhong and Ping Ma

Biometrika, 2020. [PDF]

• Large-scale optimal transport map estimation using projection pursuit

Cheng Meng, Yuan Ke, Jingyi Zhang, Mengrui Zhang, Wenxuan Zhong and Ping Ma

NeurIPS, 2019. [PDF] [Poster]

• Automated plant node detection using terrestrial LiDAR data under field conditions

Shangpeng Sun, Changying Li, Andrew Paterson, Jeevan Adhikari, Jon Robertson and Cheng Meng

2019 ASABE Annual International Meeting, 2019.

• Effective statistical methods for big data analytics

Cheng Meng, Ye Wang, Xinlian Zhang, Abhyuday Mandal, Wenxuan Zhong, and Ping Ma

Handbook of Research on Applied Cybernetics and Systems Science, 2017. [PDF]