Publications

• Smoothing spline ANOVA models and their applications in complex and massive datasets

Jingyi Zhang, Honghe Jin, Ye Wang, Xiaoxiao Sun, Ping Ma and Wenxuan Zhong

InTechOpen, 2018, published [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, accepted [PDF]

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

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

Biometrika, accepted [PDF]

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

Shangpeng Sun, Yu Jiang, Cheng Meng, Jingyi Zhang, Ping Ma and Changying Li

American Society of Agricultural & Biological Engineers Annual International Meeting, under review

• Rods contribute to Visual Behaviour in Larval Zebrafish

Prahatha Venkatraman, Ishara Mills-Henry, Karthik Ramaswamy Padmanabhan, Pete Pascuzzi, Menna Hassan, Jingyi Zhang, Xinlian Zhang, Ping Ma, John Dowling, Chi Pui Pang, Mingzhi Zhang, and Yuk Fai Leung

Investigative Ophthalmology & Visual Science, under review

• An optimal transport approach for selecting a representative subsample

Cheng Meng, Jingyi Zhang, Jinyang Chen, Wenxuan Zhong and Ping Ma

International Conference on Artificial Intelligence and Statistics, under review

• A decentralized parametric data fusion approach for heterogeneous scattered data

Jingyi Zhang, Cheng Meng, Wenxuan Zhong and Ping Ma

In preparation

• Echo-cardiography based screening for coronary heart disease using integrative machine learning

Jingyi Zhang, Yi Li, Yongkai Chen, Huolan Zhu, Huimin Cheng, Wenxuan Zhong, Ping Ma and Fang Wang

In preparation

• Decentralized parameter fusion with communicational bandwidth limitation

Jingyi Zhang, Cheng Meng, Wenxuan Zhong and Ping Ma

In preparation

• Double sketching for large-scale non-parametric regression

Nan Zhang, Jingyi Zhang, Cheng Meng and Ping Ma

In preparation

• Towards adaptive smoothing splines using optimal transport

Cheng Meng, Jingyi Zhang, Wenxuan Zhong and Ping Ma

In preparation

• Towards dimension-free sample complexity of Wasserstein distances

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

In preparation