Global sensitivity indices for nonlinear mathematical models and their Monte Carlo estimates

The effective dimension and quasi-Monte Carlo integration

Journal of Complexity

Quasi-regression with shrinkage

Mathematics and Computers in Simulation - Special issue: 3rd IMACS seminar on Monte Carlo methods - MCM 2001

One more experiment on estimating high-dimensional integrals by quasi-Monte Carlo methods

Mathematics and Computers in Simulation - Special issue: 3rd IMACS seminar on Monte Carlo methods - MCM 2001

Discovering additive structure in black box functions

Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining

Liberating the weights

Journal of Complexity

On the necessity of low-effective dimension

Journal of Complexity

Randomized Quasi-Monte Carlo: a tool for improving the efficiency of simulations in finance

WSC '04 Proceedings of the 36th conference on Winter simulation

Exact cubature for a class of functions of maximum effective dimension

Journal of Complexity - Special issue: Information-based complexity workshops FoCM conference Santander, Spain, July 2005

Functional network topology learning and sensitivity analysis based on ANOVA decomposition

Neural Computation

Feature Selection Based on Sensitivity Analysis

Current Topics in Artificial Intelligence

Parallel quasirandom number generations for heterogeneous computing environments

International Journal of Parallel, Emergent and Distributed Systems

On the approximation error in high dimensional model representation

Proceedings of the 40th Conference on Winter Simulation

GUI-HDMR - A software tool for global sensitivity analysis of complex models

Environmental Modelling & Software

Classical and imprecise probability methods for sensitivity analysis in engineering: A case study

International Journal of Approximate Reasoning

Derivative based global sensitivity measures and their link with global sensitivity indices

Mathematics and Computers in Simulation

A Wrapper Method for Feature Selection in Multiple Classes Datasets

IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence

Management Option Rank Equivalence (MORE) - A new method of sensitivity analysis for decision-making

Environmental Modelling & Software

Multi-element probabilistic collocation method in high dimensions

Journal of Computational Physics

On the necessity of low-effective dimension

Journal of Complexity

An improved version of the wrapper feature selection method based on functional decomposition

ICANN'07 Proceedings of the 17th international conference on Artificial neural networks

Studying the sensitivity of pollutants' concentrations caused by variations of chemical rates

Journal of Computational and Applied Mathematics

Multidisciplinary Design Optimization Framework for the Pre Design Stage

Journal of Intelligent and Robotic Systems

Understanding and comparisons of different sampling approaches for the Fourier Amplitudes Sensitivity Test (FAST)

Computational Statistics & Data Analysis

Dimension-wise integration of high-dimensional functions with applications to finance

Journal of Complexity

Global sensitivity analysis in the development of first principle-based eutrophication models

Environmental Modelling & Software

Application of a pseudo simulator to evaluate the sensitivity of parameters in complex watershed models

Environmental Modelling & Software

An analytical framework to assist decision makers in the use of forest ecosystem model predictions

Environmental Modelling & Software

Computational investigations of scrambled Faure sequences

Mathematics and Computers in Simulation

Monte Carlo algorithms for evaluating Sobol' sensitivity indices

Mathematics and Computers in Simulation

Quasi-Monte Carlo Method for Infinitely Divisible Random Vectors via Series Representations

SIAM Journal on Scientific Computing

'Closing the loop' in biological systems modeling - From the in silico to the in vitro

Automatica (Journal of IFAC)

Combining functional networks and sensitivity analysis as wrapper method for feature selection

Expert Systems with Applications: An International Journal

A bounded confidence approach to understanding user participation in peer production systems

SocInfo'11 Proceedings of the Third international conference on Social informatics

Global relative parameter sensitivities of the feed-forward loops in genetic networks

Neurocomputing

Sobol' sensitivity analysis of a complex environmental model

Environmental Modelling & Software

Importance analysis for models with correlated input variables by the state dependent parameters method

Computers & Mathematics with Applications

Variance decompositions of nonlinear time series using stochastic simulation and sensitivity analysis

Statistics and Computing

Adaptive ANOVA decomposition of stochastic incompressible and compressible flows

Journal of Computational Physics

General purpose software for efficient uncertainty management of large finite element models

Finite Elements in Analysis and Design

In silico identification of endo16 regulators in the sea urchin endomesoderm gene regulatory network

Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium

PANI: an interactive data-driven tool for target prioritization in signaling networks

Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium

An agent-based approach to global uncertainty and sensitivity analysis

Computers & Geosciences

Pani: a novel algorithm for fast discovery of putative target nodes in signaling networks

Proceedings of the 2nd ACM Conference on Bioinformatics, Computational Biology and Biomedicine

Sensitivity analysis of a large-scale air pollution model: numerical aspects and a highly parallel implementation

LSSC'09 Proceedings of the 7th international conference on Large-Scale Scientific Computing

Monte carlo adaptive technique for sensitivity analysis of a large-scale air pollution model

LSSC'09 Proceedings of the 7th international conference on Large-Scale Scientific Computing

Functional networks and analysis of variance for feature selection

IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning

Global sensitivity analysis using complex linear models

Statistics and Computing

Sensitivity analysis of the MAGFLOW Cellular Automaton model for lava flow simulation

Environmental Modelling & Software

Estimating Sobol sensitivity indices using correlations

Environmental Modelling & Software

Sensitivity analysis for volcanic source modeling quality assessment and model selection

Computers & Geosciences

Generating low-discrepancy sequences from the normal distribution: Box-Muller or inverse transform?

Mathematical and Computer Modelling: An International Journal

Enhancing Quasi-Monte Carlo Methods by Exploiting Additive Approximation for Problems in Finance

SIAM Journal on Scientific Computing

Parallel computation of sensitivity analysis data for the danish eulerian model

LSSC'11 Proceedings of the 8th international conference on Large-Scale Scientific Computing

Sensitivity study of heston stochastic volatility model using GPGPU

LSSC'11 Proceedings of the 8th international conference on Large-Scale Scientific Computing

Efficient classification based methods for global sensitivity analysis

Computers and Structures

Limits of variance-based sensitivity analysis for non-identifiability testing in high dimensional dynamic models

Automatica (Journal of IFAC)

Computational microstructure characterization and reconstruction for stochastic multiscale material design

Computer-Aided Design

A derivative based sensitivity measure of failure probability in the presence of epistemic and aleatory uncertainties

Computers & Mathematics with Applications

ANOVA kernels and RKHS of zero mean functions for model-based sensitivity analysis

Journal of Multivariate Analysis

Advanced algorithms for multidimensional sensitivity studies of large-scale air pollution models based on Sobol sequences

Computers & Mathematics with Applications

An efficient integrated approach for global sensitivity analysis of hydrological model parameters

Environmental Modelling & Software

Original article: Derivative-based global sensitivity measures: General links with Sobol' indices and numerical tests

Mathematics and Computers in Simulation

Importance measure analysis with epistemic uncertainty and its moving least squares solution

Computers & Mathematics with Applications

Nonparametric particle filtering approaches for identification and inference in nonlinear state-space dynamic systems

Statistics and Computing

Spatial stochastic direct and inverse analysis for the extent of damage in deteriorated RC structures

Computers and Structures

Regional importance effect analysis of the input variables on failure probability and its state dependent parameter estimation

Computers & Mathematics with Applications

Evaluating integrated assessment models of global climate change

Environmental Modelling & Software

Global sensitivity analysis in wastewater applications: A comprehensive comparison of different methods

Environmental Modelling & Software

Input variable selection in time-critical knowledge integration applications: A review, analysis, and recommendation paper

Advanced Engineering Informatics

A comprehensive evaluation of various sensitivity analysis methods: A case study with a hydrological model

Environmental Modelling & Software

A General Probabilistic Framework for uncertainty and global sensitivity analysis of deterministic models: A hydrological case study

Environmental Modelling & Software

Bayesian estimates of parameter variability in the k-ε turbulence model

Journal of Computational Physics

Global sensitivity analysis by means of EFAST and Sobol' methods and calibration of reduced state-variable TOMGRO model using genetic algorithms

Computers and Electronics in Agriculture

Preconditioned Bayesian Regression for Stochastic Chemical Kinetics

Journal of Scientific Computing