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Gaussian process emulator

In statistics, Gaussian process emulator is one name for a general type of statistical model that has been used in contexts where the problem is to… 
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Computer experimentGaussian processKrigingStatistical model

Broader (1)

Ensemble learning

Papers overview

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2019
2019
Impact of land use on water resources via a Gaussian process emulator with dimension reduction
The replacement of models by emulators is becoming a frequent approach in environmental science due to the reduction of… 
2018
2018
Multioutput Automatic Emulator for Radiative Transfer Models
This paper introduces a methodology to construct emulators of costly radiative transfer models (RTMs). The proposed methodology… 
2017
2017
Developing a multi-level Gaussian process emulator of an Atmospheric General Circulation Model for palaeoclimate modelling
The study of past climates provides a unique opportunity to test our understanding of the Earth system and our confidence in… 
2016
2016
Sensitivity and uncertainty analysis of TRACE Physical Model Parameters based on PSBT benchmark using Gaussian process emulator
2015
2015
The approximate coordinate exchange algorithm for Bayesian optimal design of experiments
Optimal Bayesian experimental design typically involves maximising the expectation, with respect to the joint distribution of… 
2015
2015
Parametric estimation of complex mixed models based on meta-model approach
Complex biological processes are usually experimented along time among a collection of individuals. Longitudinal data are then… 
2014
2014
건물 에너지 시뮬레이션 시스템 및 방법
본 발명은, 사용자가 스프레드시트를 이용해 건물의 형상 정보에 대한 간단한 수치 또는 문자만을 입력함으로써, 상기 건물에 대한 형상 좌표를 자동으로 생성할 수 있기 때문에, 별도의 3… 
2014
2014
A Gaussian Process-Enabled MCMC Approach for Contaminant Source Characterization in a Sensor-Rich Multi-Story Building
This paper presents contaminant source localization and characterization in a sensor-rich multi-story building with a large-scale… 
2012
2012
Approximating computer experiments using partially converged simulations and a Gaussian process emulator
In the context of expensive numerical experiments, a promising solution to alleviate the computational costs consists of using… 
2010
2010
Validating Gaussian process models in computer experiments
In this thesis we present a methodology for validating Gaussian process models: Gaussian process emulators and simulator… 
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