4 papers · 1 filter
Functional Attentive Interpretable Regression
Haixu Wang, Tianyu Guan, Jiguo Cao
In function-on-function regression, the coefficient surface may exhibit complex support structure---from localized patches to global patterns such as disconnected regions,…
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…
Representation learning of dynamic networks
Haixu Wang, Jiguo Cao, Jian Pei
This study presents a novel representation learning model tailored for dynamic networks, which describes the continuously evolving relationships among individuals within a populati…
Functional Nonlinear Learning
Haixu Wang, Jiguo Cao
Using representations of functional data can be more convenient and beneficial in subsequent statistical models than direct observations. These representations, in a lower-dimensio…