Non-parametric adaptive estimation of order 1 Sobol indices in stochastic models, with an application to epidemiology
DOI10.1214/19-EJS1627zbMath1430.49047arXiv1611.07230OpenAlexW2996815867MaRDI QIDQ2283588
Anthony Cousien, Viet Chi Tran, Gwenaëlle Castellan
Publication date: 3 January 2020
Published in: Electronic Journal of Statistics (Search for Journal in Brave)
Full work available at URL: https://arxiv.org/abs/1611.07230
model selectionSIR modelwarped waveletsadaptive non-parametric inferenceapplications to epidemiologysensitivity analysis in a stochastic frameworkSobol indices of order 1spread of the hepatitis virus C among drug users
Nonparametric regression and quantile regression (62G08) Epidemiology (92D30) Applications of statistics to biology and medical sciences; meta analysis (62P10) Sensitivity analysis for optimization problems on manifolds (49Q12)
Cites Work
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- Nonparametric estimation of the first order Sobol indices with bootstrap bandwidth
- Estimation of the Sobol indices in a linear functional multidimensional model
- Variance based sensitivity analysis of model output. Design and estimator for the total sensitivity index
- Global sensitivity analysis of stochastic computer models with joint metamodels
- Concentration inequalities and model selection. Ecole d'Eté de Probabilités de Saint-Flour XXXIII -- 2003.
- Wavelets, approximation, and statistical applications
- Stochastic epidemic models and their statistical analysis
- Analysis of variance designs for model output
- Regression in random design and warped wavelets
- Adaptive estimation of a quadratic functional by model selection.
- Efficient estimation of sensitivity indices
- Sélection d'histogrammes à l'aide d'un critère de type Akaike
- UNCERTAINTIES ASSESSMENT IN GLOBAL SENSITIVITY INDICES ESTIMATION FROM METAMODELS
- Rates of convergence in conditional covariance matrix with nonparametric entries estimation
- Stochastic Epidemic Models with Inference
- PenalizationversusGoldenshluger − Lepski strategies in warped bases regression
- Introduction to nonparametric estimation
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