Gaussian Process Regression Analysis for Functional Data
From MaRDI portal
Publication:3002172
DOI10.1201/b11038zbMath1273.60005OpenAlexW1599057079MaRDI QIDQ3002172
Publication date: 19 May 2011
Full work available at URL: https://doi.org/10.1201/b11038
Gaussian processes (60G15) Research exposition (monographs, survey articles) pertaining to probability theory (60-02)
Related Items (30)
Some Characteristics of the Conditional Set-Indexed Empirical Process Involving Functional Ergodic Data ⋮ Penalized Gaussian Process Regression and Classification for High-Dimensional Nonlinear Data ⋮ Gaussian Process Models for Non Parametric Functional Regression with Functional Responses ⋮ On dimension reduction models for functional data ⋮ Modelling functional additive quantile regression using support vector machines approach ⋮ Spline-Based Emulators for Radiative Shock Experiments With Measurement Error ⋮ Multivariate functional data modeling with time-varying clustering ⋮ A Partially Linear Model Using a Gaussian Process Prior ⋮ Unnamed Item ⋮ Composite T-process regression models ⋮ Partially functional linear quantile regression model and variable selection with censoring indicators MAR ⋮ A measure of uncertainty regarding the interval constraint of normal mean elicited by two stages of a prior hierarchy ⋮ Computer experiments with functional inputs and scalar outputs by a norm-based approach ⋮ Dependent functional data ⋮ A general framework for functional regression modelling ⋮ Bayesian estimation for the extended \(t\)-process regression models with independent errors ⋮ Locally Adaptive Bayes Nonparametric Regression via Nested Gaussian Processes ⋮ Unnamed Item ⋮ MAGMA: inference and prediction using multi-task Gaussian processes with common mean ⋮ Data science, big data and statistics ⋮ Estimation and prediction of a generalized mixed-effects model with \(t\)-process for longitudinal correlated binary data ⋮ Nonlinear mixed-effects scalar-on-function models and variable selection ⋮ Generalized Gaussian Process Regression Model for Non-Gaussian Functional Data ⋮ Flexible link functions in nonparametric binary regression with Gaussian process priors ⋮ Gaussian Process Modeling of Finite Element Models with Functional Inputs ⋮ Uniform limit theorems for a class of conditional \(Z\)-estimators when covariates are functions ⋮ Analysis of multivariate non-Gaussian functional data: a semiparametric latent process approach ⋮ Uniform consistency and uniform in number of neighbors consistency for nonparametric regression estimates and conditional \(U\)-statistics involving functional data ⋮ Comments on ``Data science, big data and statistics ⋮ Functional models for longitudinal data with covariate dependent smoothness
Uses Software
This page was built for publication: Gaussian Process Regression Analysis for Functional Data