Past year
All results
- All results
- Verbatim
scholar.google.com › citations
Gaussian process regression (GPR) is a non-parametric kernel-based machine learning method. GPR is based on Bayesian formalism, which enables the estimation of prediction uncertainty of the response variables. We propose an R package that provides an easy-to-use interface for multivariate GPR.
Oct 25, 2023
May 11, 2024 · Abstract. This article introduces funGp, an R package which handles regression problems involving multiple scalar and/or functional inputs, and a scalar output ...
Jun 3, 2024 · Gaussian Process Regression (GPR) is a powerful and flexible non-parametric regression technique used in machine learning and statistics. It is particularly ...
Jun 28, 2024 · Gaussian processes (GPs) are a class of stochastic (random) processes that are widely used for non-parametric regression, that is, when the relationship ...
Sep 13, 2023 · I am coding one, but the results just don't like as they should. Is there a resource out there that manually performs GP regression on a toy example? Like, do ...
Jun 9, 2024 · 2024-06-09. A Gaussian process is a stochastic process that assumes that the outputs for any set of input points follows a multivariate normal distribution. To ...
Oct 15, 2023 · Gaussian process regression (GPR) is a machine learning method based on non-parametric regression method that can be used to fit arbitrary scalar and vectorial ...
Mar 16, 2024 · I wrote a blogpost about when and why vanilla Gaussian Process regression fails to fit even a simple second-degree polynomial, trying out what the paper ...
Quick Start to Gaussian Process Regression - GeeksforGeeks
www.geeksforgeeks.org › quick-start-to-...
Feb 1, 2024 · Gaussian Process Regression in scikit-learn, facilitated by the `GaussianProcessRegressor` class, excels in modelling complex relationships between input ...
Jun 10, 2024 · Gaussian processes are commonly used in computer experiments to fit an interpolating model. The model is stored as an 'R6' object and can be easily updated with ...
People also search for