A framework for parameter estimation and model selection from experimental data in systems biology using approximate Bayesian computation

A general method for numerically simulating the stochastic time evolution of coupled chemical reactions

Daniel T. Gillespie · Journal of Computational Physics · 1976 · 6.3K citations

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Approximate Bayesian Computation in Population Genetics

Mark Beaumont, Wenyang Zhang, David J. Balding · Genetics · 2002 · 3.1K citations

Natural Sciences, Biostatistics, Genetics +17

An invariant form for the prior probability in estimation problems

Harold Jeffreys · Proceedings of the Royal Society of London A Mathematical and Physical Sciences · 1946 · 2.4K citations

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Approximate Bayesian computation scheme for parameter inference and model selection in dynamical systems

Tina Toni, David Welch, Natalja Strelkowa et al. · Journal of The Royal Society Interface · 2008 · 1.6K citations · Full text

Computing, Biology, Biostatistics +17

Universally Sloppy Parameter Sensitivities in Systems Biology Models

Ryan N. Gutenkunst, Joshua J. Waterfall, Fergal Casey et al. · PLoS Computational Biology · 2007 · 1.3K citations · Full text

Life Sciences, Biology, Systems Biology +11