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Interesting paper by Haario (a profligate author of popular adaptive MCMC routines) introducing a Kalman filter adaptive MCMC routine. Their method uses a Kalman filter to derive optimal updates of the covariance matrix as an MCMC sampler runs.
Interesting paper by Haario (a profligate author of popular adaptive MCMC routines) introducing a Kalman filter adaptive MCMC routine. Their method uses a Kalman filter to derive optimal updates of the covariance matrix as an MCMC sampler runs.