8 citations · 9 across the 3 of their papers we have counts for
3 papers
math.ST2023
From sparse to dense functional data in high dimensions: Revisiting phase transitions from a non-asymptotic perspective
Shaojun Guo, Dong Li, Xinghao Qiao +1
Nonparametric estimation of the mean and covariance functions is ubiquitous in functional data analysis and local linear smoothing techniques are most frequently used. Zhang and Wa…
stat.ML2023★ 1 cited
Intrinsic Gaussian Process on Unknown Manifolds with Probabilistic Metrics
Mu Niu, Zhenwen Dai, Pokman Cheung +1
This article presents a novel approach to construct Intrinsic Gaussian Processes for regression on unknown manifolds with probabilistic metrics (GPUM) in point clouds. In many real…
cs.IT2022★ 8 cited
Semantic Compression with Side Information: A Rate-Distortion Perspective
Tao Guo, Yizhu Wang, Jie Han +3
We consider the semantic rate-distortion problem motivated by task-oriented video compression. The semantic information corresponding to the task, which is not observable to the en…