functional data analysis

Flexible Functional Treatment Effect Estimation JMLR 2026 Nonlinear function-on-function regression by RKHS JMLR 2026 Bayesian Data Sketching for Varying Coefficient Regression Models JMLR 2025 Bayesian Multi-Group Gaussian Process Models for Heterogeneous Group-Structured Data JMLR 2025 Causal Effect of Functional Treatment JMLR 2025 Contrastive Functional Principal Component Analysis AAAI 2025 From Sparse to Dense Functional Data in High Dimensions: Revisiting Phase Transitions from a Non-Asymptotic Perspective JMLR 2025 Gaussian Differentially Private Human Faces Under a Face Radial Curve Representation ICLR 2025 Nonlinear functional regression by functional deep neural network with kernel embedding JMLR 2025 A Functional Extension of Semi-Structured Networks NeurIPS 2024 Functional Directed Acyclic Graphs JMLR 2024 Functional Graph Convolutional Networks: A Unified Multi-task and Multi-modal Learning Framework to Facilitate Health and Social-Care Insights IJCAI 2024 Functional optimal transport: regularized map estimation and domain adaptation for functional data JMLR 2024 Probabilistic size-and-shape functional mixed models NeurIPS 2024 Bayesian Learning via Q-Exponential Process NeurIPS 2023 Functional L-Optimality Subsampling for Functional Generalized Linear Models with Massive Data JMLR 2023 Functional Neural Networks: Shift invariant models for functional data with applications to EEG classification ICML 2023 FuDGE: A Method to Estimate a Functional Differential Graph in a High-Dimensional Setting JMLR 2022 Statistical Rates of Convergence for Functional Partially Linear Support Vector Machines for Classification JMLR 2022 A Highly-Efficient Group Elastic Net Algorithm with an Application to Function-On-Scalar Regression NeurIPS 2021 Deep Learning for Functional Data Analysis with Adaptive Basis Layers ICML 2021 Reproducing kernel Hilbert C*-module and kernel mean embeddings JMLR 2021 On Mahalanobis Distance in Functional Settings JMLR 2020 A Powerful Global Test Statistic for Functional Statistical Inference AAAI 2019 Direct Estimation of Differential Functional Graphical Models NeurIPS 2019