466 citations
Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.
- ETH ZurichCH21 papers
- Sapienza University of RomeIT9 papers
- Centre National de la Recherche ScientifiqueFR8 papers
- Swiss Federal Institute for Forest, Snow and Landscape ResearchCH8 papers
- Fundacion Agencia Aragonesa para la Investigacion y el DesarrolloES7 papers
- Instituto de Biocomputación y Física de Sistemas Complejos7 papers
- Istituto Nazionale di Fisica Nucleare, Sezione di FerraraIT7 papers
- Universidad Complutense de MadridES7 papers
- Universidad de ExtremaduraES7 papers
- Universidad de ZaragozaES7 papers
- Chan Zuckerberg Initiative (United States)US6 papers
- Institute of Environmental EngineeringPL6 papers
3 papers · 1 filter
SPUX: Scalable Particle Markov Chain Monte Carlo for uncertainty quantification in stochastic ecological models
Jonas Šukys, Mira Kattwinkel
Calibration of individual based models (IBMs), successful in modeling complex ecological dynamical systems, is often performed only ad-hoc. Bayesian inference can be used for both…
Principal component analysis and sparse polynomial chaos expansions for global sensitivity analysis and model calibration: application to urban drainage simulation
Joseph B. Nagel, Jörg Rieckermann, Bruno Sudret
This paper presents an efficient surrogate modeling strategy for the uncertainty quantification and Bayesian calibration of a hydrological model. In particular, a process-based dyn…
A Simulated Annealing Approach to Approximate Bayes Computations
Carlo Albert, Hans R. Kuensch, Andreas Scheidegger
Approximate Bayes Computations (ABC) are used for parameter inference when the likelihood function of the model is expensive to evaluate but relatively cheap to sample from. In par…