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math.STMay 1, 2015
97
citations (OpenAlex)
authors
  • Mark Ebden
arXiv abstractPDF
paper

Gaussian Processes: A Quick Introduction

arXiv:1505.02965

Abstract

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

13 pages: 6 for regression, 5 for classification, 2 for dimensionality reduction

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  • Learning-Based Design of Off-Policy Gaussian Controllers: Integrating Model Predictive Control and Gaussian Process Regression
  • Unsupervised Learning for Computational Phenotyping
  • Gaussian Process Policy Optimization
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