High-dimensional posterior exploration of hydrologic models using multiple-try DREAM(ZS) and high-performance computing

Accelerating Markov Chain Monte Carlo Simulation by Differential Evolution with Self-Adaptive Randomized Subspace Sampling

(2011) J. A. Vrugt et al.   INTERNATIONAL JOURNAL OF NONLINEAR SCIENCES AND NUMERICAL SIMULATION

Significant variation in vegetation characteristics and dynamics from ecohydrological optimality of net carbon profit

(2010) Stefan C. Dekker et al.   Ecohydrology

How efficient are one-dimensional models to reproduce the hydrodynamic behavior of structured soils subjected to multi-step outflow experiments?

(2010) E. Laloy et al.   JOURNAL OF HYDROLOGY

Learn From Thy Neighbor: Parallel-Chain and Regional Adaptive MCMC

(2010) Radu V. Craiu et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Optimization and uncertainty assessment of strongly nonlinear groundwater models with high parameter dimensionality

(2010) Elizabeth H. Keating et al.   WATER RESOURCES RESEARCH

Improving the shuffled complex evolution scheme for optimization of complex nonlinear hydrological systems: Application to the calibration of the Sacramento soil-moisture accounting model

(2010) Wei Chu et al.   WATER RESOURCES RESEARCH

A limited-memory acceleration strategy for MCMC sampling in hierarchical Bayesian calibration of hydrological models

(2010) George Kuczera et al.   WATER RESOURCES RESEARCH

A formal likelihood function for parameter and predictive inference of hydrologic models with correlated, heteroscedastic, and non-Gaussian errors

(2010) Gerrit Schoups et al.   WATER RESOURCES RESEARCH

Parameter optimization and uncertainty analysis for plot-scale continuous modeling of runoff using a formal Bayesian approach

(2009) E. Laloy et al.   JOURNAL OF HYDROLOGY

Calibration-constrained Monte Carlo analysis of highly parameterized models using subspace techniques

(2009) Matthew Tonkin et al.   WATER RESOURCES RESEARCH

Dimensionality reduction and polynomial chaos acceleration of Bayesian inference in inverse problems

(2008) Youssef M. Marzouk et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Differential Evolution Markov Chain with snooker updater and fewer chains

(2008) Cajo J. F. ter Braak et al.   STATISTICS AND COMPUTING

Treatment of input uncertainty in hydrologic modeling: Doing hydrology backward with Markov chain Monte Carlo simulation

(2008) Jasper A. Vrugt et al.   WATER RESOURCES RESEARCH