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Shafiei, M. (author), Gharari, S. (author), Pande, S. (author), Bhulai, S. (author)Posterior sampling methods are increasingly being used to describe parameter and model predictive uncertainty in hydrologic modelling. This paper proposes an alternative to random walk chains (such as DREAM-zs). We propose a sampler based on independence chains with an embedded feature of standardized importance weights based on Kernel density...conference paper 2014