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Likelihood-Free Inference by Ratio Estimation JOURNAL ARTICLE published 1 March 2022 in Bayesian Analysis |
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Likelihood-free inference via classification JOURNAL ARTICLE published March 2018 in Statistics and Computing |
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Inference in parametric models BOOK CHAPTER published 24 February 2016 in Confidence, Likelihood, Probability |
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Bayesian statistical inference BOOK CHAPTER published 22 November 2017 in Statistical Evidence |
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Implementing Bayesian synthetic likelihood within the engine for likelihood-free inference DISSERTATION published |
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Bayesian inference of atomistic structure in functional materials JOURNAL ARTICLE published 18 March 2019 in npj Computational Materials Research funded by EC | European Research Council (742158) |
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Bayesian likelihood robustness in linear models JOURNAL ARTICLE published July 2009 in Journal of Statistical Planning and Inference |
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Likelihood-Based Statistical Inference BOOK CHAPTER published 25 July 2008 in Confidence Intervals in Generalized Regression Models |
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Likelihood-Free Bayesian Inference for -Stable Models JOURNAL ARTICLE published in SSRN Electronic Journal |
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PYLFIRE: Python implementation of likelihood-free inference by ratio estimation JOURNAL ARTICLE published 10 December 2019 in Wellcome Open Research Research funded by European Research Council (742158) | Academy of Finland (316602) | Wellcome Trust (206194) |
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Parallel Gaussian Process Surrogate Bayesian Inference with Noisy Likelihood Evaluations JOURNAL ARTICLE published 1 March 2021 in Bayesian Analysis |
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Bayesian analysis of nonparanormal graphical models using rank-likelihood JOURNAL ARTICLE published January 2023 in Journal of Statistical Planning and Inference Research funded by National Science Foundation (DGE-1252376) | National Institutes of Health (DMS-1510238,DMS-1732842,GM081057) | Army Research Office (76643MA) |
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Bayesian optimization for likelihood-free cosmological inference JOURNAL ARTICLE published 12 September 2018 in Physical Review D |
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Model-based kernel sum rule: kernel Bayesian inference with probabilistic models JOURNAL ARTICLE published May 2020 in Machine Learning Research funded by Japan Society for the Promotion of Science (22300098,26870821) | Japan Society for the Promotion of Science (25120012) | European Research Council (StG 757275/PANAMA) |
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Bayesian semiparametric hierarchical empirical likelihood spatial models JOURNAL ARTICLE published October 2015 in Journal of Statistical Planning and Inference Research funded by U.S. Census Bureau (SES-1132031) |
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Bayesian Inference BOOK CHAPTER published 2014 in Introductory Statistical Inference with the Likelihood Function |
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Bayesian inference of physiologically meaningful parameters from body sway measurements JOURNAL ARTICLE published 19 June 2017 in Scientific Reports |
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Resolving outbreak dynamics using approximate Bayesian computation for stochastic birth-death models JOURNAL ARTICLE published 25 January 2019 in Wellcome Open Research Research funded by European Research Council (742158) | Academy of Finland (294238,292334) | Wellcome Trust (206194) |
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Expectation maximization-based likelihood inference for flexible cure rate models with Weibull lifetimes JOURNAL ARTICLE published August 2016 in Statistical Methods in Medical Research |
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Bayesian learning of graphical vector autoregressions with unequal lag-lengths JOURNAL ARTICLE published May 2009 in Machine Learning |