68 citations · 210 across the 41 of their papers we have counts for
6 papers · 1 filter
Convolution-smoothing based locally sparse estimation for functional quantile regression
Hua Liu, Boyi Hu, Jinhong You +1
Motivated by an application to study the impact of temperature, precipitation and irrigation on soybean yield, this article proposes a sparse semi-parametric functional quantile mo…
Dynamic Survival Prediction using Longitudinal Images based on Transformer
Bingfan Liu, Haolun Shi, Jiguo Cao
Survival analysis utilizing multiple longitudinal medical images plays a pivotal role in the early detection and prognosis of diseases by providing insight beyond single-image eval…
Two Sample Testing for High-dimensional Functional Data: A Multi-resolution Projection Method
Shouxia Wang, Jiguo Cao, Hua Liu +2
It is of great interest to test the equality of the means in two samples of functional data. Past research has predominantly concentrated on low-dimensional functional data, a focu…
Online Learning of Functional Principal Component Analysis for Multidimensional Functional Data
Muye Nanshan, Nan Zhang, Jiguo Cao
Multidimensional functional data streams arise in diverse scientific fields, yet their analysis poses significant challenges. We propose a novel online framework for functional pri…
Probabilistic Functional Neural Networks
Haixu Wang, Jiguo Cao
High-dimensional functional time series (HDFTS) are often characterized by nonlinear trends and high spatial dimensions. Such data poses unique challenges for modeling and forecast…
Similarity-Informed Transfer Learning for Multivariate Functional Censored Quantile Regression
Hua Liu, Jiaqi Men, Shouxia Wang +2
To address the challenge of utilizing patient data from other organ transplant centers (source cohorts) to improve survival time estimation and inference for a target center (targe…