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Approximate Bayesian computation allows for statistical analysis in models with intractable likelihoods.
On the Asymptotic Efficiency of Approximate Bayesian Computation Estimators
Li, W., and Fearnhead, P., · 1972
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Convergence of Regression Adjusted Approximate Bayesian Computation
Li, W., and Fearnhead, P., · 1972
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Normal Approximation and Asymptotic Expansions
Bhattacharya, R. N., and Rao, R. R · 1986
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Inferring Coalescence Times from DNA Sequence Data
Tavaré, S., Balding, D. J., Griffiths, R. C., & Donnelly, P · 1997
Earlier work this paper cites.
Population Growth of Human Y Chromosomes: A Study of Y Chromosome Microsatellites
Pritchard, J. K., Seilstad, M. T., Perez-Lezaun, A., & Feldman, M. W · 1999
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Markov Chain Monte Carlo Without Likelihoods
Marjoram, P., Molitor, J., Plagnol, V., & Tavaré, S · 2003
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Approximately Sufficient Statistics and Bayesian Computation
Joyce, P., and Marjoram, P · 2008
Cited alongside, same era.
Adaptive Approximate Bayesian Computation
Beaumont, M. A., Cornuet, J-M., Marin, J-M., & Robert, C. P · 2009
Cited alongside, same era.
Approximate Bayesian Computation Methods
Marin, J-M., Pudlo, P., Robert, C. P., & Ryder, R · 2011
Cited alongside, same era.
Likelihood-free Markov Chain Monte Carlo
Sisson S. and Fan, Y · 2011
Cited alongside, same era.
Constructing Summary Statistics for Approximate Bayesian Computation: Semi-automatic Approximate Bayesian Computation (with Discussion)
Fearnhead, P., and Prangle, D · 2012
Cited alongside, same era.
A Comparative Review of Dimension Reduction Methods in Approximate Bayesian Computation,
Blum, M. G. B., Nunes, M. A., Prangle, D., & Sisson, S. A · 2013
Relevant Statistics for Bayesian model choice
Marin, J-M., Pillai, N., Robert, C. P., & Rousseau, J · 2014
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Approximate Bayesian Computation and Bayes Linear Analysis: Towards High-dimensional ABC
Nott D., Fan, Y., Marshall, L., & Sisson, S · 2014
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New insights into Approximate Bayesian Computation
Biau, G., Cérou, F., & Guyader, A · 2015
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ABC of SV: Limited Information Likelihood Inference in Stochastic Volatility Jump-Diffusion Models,
Creel, M., and Kristensen, D · 2015
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Bayesian Indirect Inference using a Parametric Auxiliary Model
Drovandi, C. C., Pettitt, A. N., & Lee, A · 2015
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Approximate Bayesian Computation in Population Genetics
Beaumont, M. A., Zhang, W., & Balding, D. J · 2035
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