1 code implementation • NeurIPS 2021 • Lihao Yin, Ganggang Xu, Huiyan Sang, Yongtao Guan
Structured point process data harvested from various platforms poses new challenges to the machine learning community.
no code implementations • 20 May 2021 • Ruiqi Liu, Ganggang Xu, Zuofeng Shang
When data is of an extraordinarily large size or physically stored in different locations, the distributed nearest neighbor (NN) classifier is an attractive tool for classification.
no code implementations • 3 Dec 2020 • Kristian Bjørn Hessellund, Ganggang Xu, Yongtao Guan, Rasmus Waagepetersen
We assume a semi-parametric model for the multivariate intensity function containing an unspecified complex factor common to all types of points.
Model Selection Methodology
no code implementations • 24 Jan 2019 • Kexuan Li, Ruiqi Liu, Ganggang Xu, Zuofeng Shang
Statistical inference based on lossy or incomplete samples is often needed in research areas such as signal/image processing, medical image storage, remote sensing, signal transmission.
no code implementations • ICML 2018 • Ganggang Xu, Zuofeng Shang, Guang Cheng
Divide-and-conquer is a powerful approach for large and massive data analysis.
no code implementations • ICML 2018 • Ganggang Xu, Zuofeng Shang, Guang Cheng
Tuning parameter selection is of critical importance for kernel ridge regression.