76 citations · 193 across the 9 of their papers we have counts for
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stat.CO2015
A Simulated Annealing Approach to Bayesian Inference
Carlo Albert
A generic algorithm for the extraction of probabilistic (Bayesian) information about model parameters from data is presented. The algorithm propagates an ensemble of particles in t…
cs.DS2015★ 25 cited
Boosting Bayesian Parameter Inference of Nonlinear Stochastic Differential Equation Models by Hamiltonian Scale Separation
Carlo Albert, Simone Ulzega, Ruedi Stoop
Parameter inference is a fundamental problem in data-driven modeling. Given observed data that is believed to be a realization of some parameterized model, the aim is to find param…