Learned harmonic mean estimation of the marginal likelihood with normalizing flows

Using the ADAP learning algorithm to forecast the onset of diabetes mellitus

Smith, J.W.; Everhart, J.E.; Dickson, W.; Knowler, W.C.; Johannes, R.S · 1988

Earlier work this paper cites.

Approximate Bayesian inference with the weighted likelihood bootstrap

Newton, M.A.; Raftery, A.E · 1994

Earlier work this paper cites.

Contribution to the discussion of “Approximate Bayesian inference with the weighted likelihood bootstrap” by Newton MA, Raftery AE

Neal, R.M · 1994

Earlier work this paper cites.

Bayesian model choice: Asymptotics and exact calculations

Gelfand, A.E.; Dey, D.K · 1994

Earlier work this paper cites.

Bayesian Theory ; John Wiley & Sons:

Bernardo, J.; Smith, A · 1994

Earlier work this paper cites.

Reversible jump Markov chain Monte Carlo computation and Bayesian model determination

Green, P.J · 1995

Cited alongside, same era.

Nested sampling for general Bayesian computation

Skilling, J · 2006

Cited alongside, same era.

Current challenges in Bayesian model choice

Clyde, M.; Berger, J.; Bullard, F.; Ford, E.; Jefferys, W.; Luo, R.; Paulo, R.; Loredo, T · 2007

Cited alongside, same era.

Estimating the evidence—A review

Friel, N.; Wyse, J · 2012

Cited alongside, same era.

emcee: The MCMC Hammer

Foreman-Mackey, D.; Hogg, D.W.; Lang, D.; Goodman, J · 2013

Cited alongside, same era.

Density estimation using real nvp

Original

Dinh, L.; Sohl-Dickstein, J.; Bengio, S · 2016

Later among the works it cites.

Normalizing flows for probabilistic modeling and inference

Papamakarios, G.; Nalisnick, E.; Rezende, D.J.; Mohamed, S.; Lakshminarayanan, B · 2021

Later among the works it cites.

Nested sampling for physical scientists

Ashton, G.; Bernstein, N.; Buchner, J.; Chen, X.; Csányi, G.; Fowlie, A.; Feroz, F.; Griffiths, M.; Handley, W.; Habeck, M.; et al · 2022

Later among the works it cites.

Bayesian model comparison for simulation-based inference

Original

Spurio Mancini, A.; Docherty, M.M.; Price, M.A.; McEwen, J.D · 2022

Later among the works it cites.

Machine learning assisted Bayesian model comparison: Learnt harmonic mean estimator

Original

McEwen, J.D.; Wallis, C.G.; Price, M.A.; Spurio Mancini, A · 2023