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Gaussian Process Metamodels for Sensitivity Analysis of Traffic Simulation Models
15 references·1 citing·23 second hop
Gaussian Process Metamodels for Sensitivity Analysis of Traffic Simulation Models (2013)Gaussian Process Metamodels for Sensitivi…Design and Analysis of Simulation Experiments (2018)Design and Analysis of Simula…How to avoid a perfunctory sensitivity analysis (2010)How to avoid a perfunctory se…Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index (2009)Variance based sensitivity an…Numerical Study of the Metamodel Validation Process (2009)Numerical Study of the Metamo…Implementation and evaluation of nonparametric regression procedures for sensitivity analysis of computationally demanding models (2009)Implementation and evaluation…Global Sensitivity Analysis: The Primer by Andrea Saltelli, Marco Ratto, Terry Andres, Francesca Campolongo, Jessica Cariboni, Debora Gatelli, Michaela Saisana, Stefano Tarantola (2008)Global Sensitivity Analysis: …Kriging metamodeling in simulation: A review (2007)Kriging metamodeling in simul…Global Sensitivity Analysis. The Primer (2007)Global Sensitivity Analysis. …Sensitivity Analysis in Practice: A Guide to Assessing Scientific Models (2005)Sensitivity Analysis in Pract…Sensitivity Analysis in Practice: A Guide to Assessing Scientific Models (2004)Sensitivity Analysis in Pract…The Design and Analysis of Computer Experiments (2003)The Design and Analysis of Co…Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates (2001)Global sensitivity indices fo…Interpolation of Spatial Data: Some Theory for Kriging (2000)Interpolation of Spatial Data…Interpolation of Spatial Data (1999)Interpolation of Spatial DataDesign and Analysis of Computer Experiments (1989)Design and Analysis of Comput…An Exploratory Study of Two Efficient Approaches for the Sensitivity Analysis of Computationally Expensive Traffic Simulation Models (2014)An Exploratory Study of Two E…STATISTICS FOR SPATIAL DATA (1992)Statistics for Spatial Data. (1993)Model-Based Geostatistics (1998)Use of Kriging Models to Approximate Deterministic Computer Models (2005)Spatial Panel Econometrics (2008)Bayesian Experimental Design: A Review (1995)AK-MCS: An active learning reliability method combining Kriging and Monte Carlo Simulation (2011)A combined Importance Sampling and Kriging reliability method for small failure probabilities with time-demanding numerical models (2012)Sensitivity analysis: A review of recent advances (2015)Fractional Brownian Motions, Fractional Noises and Applications (1968)Recovery of Inter-Block Information when Block Sizes are Unequal (1971)Multivariable geostatistics in S: the gstat package (2004)Sensitivity analysis of environmental models: A systematic review with practical workflow (2016)SALib: An open-source Python library for Sensitivity Analysis (2017)Latin hypercube sampling and the propagation of uncertainty in analyses of complex systems (2003)Taking the Human Out of the Loop: A Review of Bayesian Optimization (2015)Handbook on Constructing Composite Indicators (2005)An effective screening design for sensitivity analysis of large models (2007)Handbook on Constructing Composite Indicators: Methodology and User Guide (2008)A new uncertainty importance measure (2006)Tools for Composite Indicators Building (2005)An Explicit Link between Gaussian Fields and Gaussian Markov Random Fields: The Stochastic Partial Differential Equation Approach (2011)A Review on Global Sensitivity Analysis Methods (2015)
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References

  • 1989Design and Analysis of Computer Experiments6,958 cited
  • 2007Global Sensitivity Analysis. The Primer6,425 cited
  • 2001Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates6,377 cited
  • 2009Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index3,567 cited
  • 1999Interpolation of Spatial Data2,362 cited
  • 2003The Design and Analysis of Computer Experiments2,204 cited
  • 2000Interpolation of Spatial Data: Some Theory for Kriging1,916 cited
  • 2005Sensitivity Analysis in Practice: A Guide to Assessing Scientific Models1,843 cited
  • 2004Sensitivity Analysis in Practice: A Guide to Assessing Scientific Models1,797 cited
  • 2007Kriging metamodeling in simulation: A review1,278 cited
  • 2010How to avoid a perfunctory sensitivity analysis1,000 cited
  • 2008Global Sensitivity Analysis: The Primer by Andrea Saltelli, Marco Ratto, Terry Andres, Francesca Campolongo, Jessica Cariboni, Debora Gatelli, Michaela Saisana, Stefano Tarantola511 cited
  • 2018Design and Analysis of Simulation Experiments449 cited
  • 2009Implementation and evaluation of nonparametric regression procedures for sensitivity analysis of computationally demanding models327 cited

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2009
Numerical Study of the Metamodel Validation Process
20 cited

Cited by

  • 2014An Exploratory Study of Two Efficient Approaches for the Sensitivity Analysis of Computationally Expensive Traffic Simulation Models35 cited