Gaussian Processes: A Quick Introduction

A gentle introduction to Gaussian processes (GPs). The three parts of the document consider GPs for regression, classification, and dimensionality reduction.

Mathematics Computer Science

View graph Source

Paper

Similar papers

Gaussian processKshitij Tiwari, N. Chong2020 · Multi-robot Exploration for Environmental Monitoring · 0 citations In Library

An Intuitive Tutorial to Gaussian Process RegressionJ. Wang2023 · Computing in Science & Engineering In Library

An Intuitive Tutorial to Gaussian Process RegressionJ. Wang2020 · arXiv (Cornell University) · 197 citations In Library

Hands-on Experience with Gaussian Processes (GPs): Implementing GPs in Python - IKshitij Tiwari2018 · arXiv.org · 0 citations In Library

Transport Gaussian Processes for RegressionGonzalo Rios2020 · arXiv (Cornell University) · 6 citations In Library

Gaussian Processes for Nonlinear Signal ProcessingF. Pérez-Cruz, S. V. Vaerenbergh, J. J. Murillo-Fuentes et al.2013 · IEEE Signal Processing Magazine · 161 citations In Library

Gaussian Processes for Natural Language ProcessingTrevor Cohn, Daniel Preotiuc-Pietro, Neil D. Lawrence2014 · Annual Meeting of the Association for Computational Linguistics · 13 citations In Library

An introduction of Gaussian processes and deep Gaussian processes and their applications to speech processingTomoki Koriyama2020 · Nippon Onkyo Gakkaishi/Acoustical science and technology/Nihon Onkyo Gakkaishi · 11 citations In Library

An Introduction to Gaussian Process ModelsThomas Beckers2021 · arXiv (Cornell University) · 39 citations In Library

Extrinsic Gaussian Processes for Regression and Classification on ManifoldsLizhen Lin, Mu Niu, P. Cheung et al.2017 · Bayesian Analysis · 45 citations In Library

Source of record

arXiv

44B

Welcome.

This panel sticks with you. Pick anything below and it opens right beside it, so you can dig through 60,000-plus records without ever losing your spot here.

Travel 44B

LibraryPapers, policy, standards, statute LabsEvery organization building AI ModelsIntelligence, price, and speed BenchmarksThe evaluation catalog IncidentsAI failures and harms SearchOne field across everything DashboardThe state of AI accountability in NY 44B RegistryThe Art. 44-B compliance portal