Randomize-Then-Optimize: A Method for Sampling from Posterior Distributions in Nonlinear Inverse Problems

Johnathan M. Bardsley, Antti Solonen, Heikki Haario, +1

SIAM Journal on Scientific Computing

EngineeringMachine LearningData SciencePosterior DistributionUncertainty Quantification +12

Efficient MCMC for Climate Model Parameter Estimation: Parallel Adaptive Chains and Early Rejection

Antti Solonen, Pirkka Ollinaho, Marko Laine, +3

Bayesian Analysis

EngineeringMonte Carlo MethodsClimate ModelingMarkov Chain Monte CarloMcmc Samplers +23

Estimation of ECHAM5 climate model closure parameters with adaptive MCMC

Heikki Järvinen, Petri Räisänen, Marko Laine, +4

Atmospheric chemistry and physics

ClimatologyEarth ScienceEngineeringClosure ParametersGeography +10

Ensemble prediction and parameter estimation system: the concept

Heikki Järvinen, Marko Laine, Antti Solonen, +1

Quarterly Journal of the Royal Meteorological Society

Forecasting MethodologyEngineeringWeather ForecastingClimate ModelingEarth Science +16

Ensemble prediction and parameter estimation system: the method

Marko Laine, Antti Solonen, Heikki Haario, +1

Quarterly Journal of the Royal Meteorological Society

Forecasting MethodologyParameter EstimationEngineeringWeather ForecastingEarth Science +19

Bayesian Inverse Problems with $l_1$ Priors: A Randomize-Then-Optimize Approach

Zheng Wang, Johnathan M. Bardsley, Antti Solonen, +2

SIAM Journal on Scientific Computing

Bayesian StatisticBayesian Decision TheoryEngineeringBayesian Inverse ProblemsBayesian Inference +15

Estimating model error covariance matrix parameters in extended Kalman filtering

Antti Solonen, Janne Hakkarainen, Mudassar Abbas, +1

Nonlinear processes in geophysics

Parameter EstimationNonlinear FilteringFilter Likelihood TechniqueEngineeringWeather Forecasting +16

Parameter variations in prediction skill optimization at ECMWF

Pirkka Ollinaho, Peter Bechtold, Martin Leutbecher, +4

Nonlinear processes in geophysics

Model OptimizationMeteorologyProbabilistic ForecastingEarth ScienceEngineering +13

Simulation-Based Optimal Design Using a Response Variance Criterion

Antti Solonen, Heikki Haario, Marko Laine

Journal of Computational and Graphical Statistics

Bayesian StatisticBayesian Decision TheoryEngineeringOptimal Experimental DesignStructural Optimization +21

Multicomponent reaction kinetics for the ozonation of <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" altimg="si28.gif" display="inline" overflow="scroll"><mml:mi>p</mml:mi></mml:math>-nitrophenol and its decomposition products under acidic conditions at constant pH

Markku Kuosa, Antti Solonen, Heikki Haario, +1

Chemical Engineering Science

Math XmlnsChemical EngineeringAdvanced Oxidation ProcessEngineeringReaction Engineering +10