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Marko Järvenpää

Approximate Bayesian inference from noisy likelihoods with Gaussian process emulated MCMC

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Apr 08, 2021
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Batch simulations and uncertainty quantification in Gaussian process surrogate-based approximate Bayesian computation

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Oct 14, 2019
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Parallel Gaussian process surrogate method to accelerate likelihood-free inference

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May 03, 2019
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A Bayesian model of acquisition and clearance of bacterial colonization

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Nov 27, 2018
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Efficient acquisition rules for model-based approximate Bayesian computation

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Aug 08, 2018
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ELFI: Engine for Likelihood-Free Inference

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Jul 05, 2018
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Gaussian process modeling in approximate Bayesian computation to estimate horizontal gene transfer in bacteria

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Feb 16, 2018
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