conftrace_

functional data analysis

35 papers

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Also known as

FDA

Co-occurring keywords

functional datum (30) dimension reduction (120) reproducing kernel hilbert space (334) gaussian process (1200) bayesian inference (1907) graphical model (864) functional regression (9) covariance operator (10) functional graphical model (4) operator-valued kernel (12)

Papers

Bayesian Multi-Group Gaussian Process Models for Heterogeneous Group-Structured Data JMLR 2025
From Sparse to Dense Functional Data in High Dimensions: Revisiting Phase Transitions from a Non-Asymptotic Perspective JMLR 2025
Bayesian Data Sketching for Varying Coefficient Regression Models JMLR 2025
Nonlinear functional regression by functional deep neural network with kernel embedding JMLR 2025
Contrastive Functional Principal Component Analysis AAAI 2025
Causal Effect of Functional Treatment JMLR 2025
Probabilistic size-and-shape functional mixed models NIPS 2024
Functional optimal transport: regularized map estimation and domain adaptation for functional data JMLR 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
A Functional Extension of Semi-Structured Networks NIPS 2024
Functional L-Optimality Subsampling for Functional Generalized Linear Models with Massive Data JMLR 2023
Bayesian Learning via Q-Exponential Process NIPS 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
Deep Learning for Functional Data Analysis with Adaptive Basis Layers ICML 2021
A Highly-Efficient Group Elastic Net Algorithm with an Application to Function-On-Scalar Regression NIPS 2021
Reproducing kernel Hilbert C*-module and kernel mean embeddings JMLR 2021
On Mahalanobis Distance in Functional Settings JMLR 2020
Functional Isolation Forest ACML 2019
A Powerful Global Test Statistic for Functional Statistical Inference AAAI 2019
Formal Privacy for Functional Data with Gaussian Perturbations ICML 2019
Direct Estimation of Differential Functional Graphical Models NIPS 2019
Analyzing Thai Tone Distribution through Functional Data Analysis INTERSPEECH 2018