Search Results for author: Michael P. Hobson

Found 3 papers, 2 papers with code

Towards fast machine-learning-assisted Bayesian posterior inference of microseismic event location and source mechanism

1 code implementation12 Jan 2021 Davide Piras, Alessio Spurio Mancini, Ana M. G. Ferreira, Benjamin Joachimi, Michael P. Hobson

We train a machine learning algorithm on the power spectrum of the recorded pressure wave and show that the trained emulator allows complete and fast event locations for $\textit{any}$ source mechanism.

Bayesian Inference BIG-bench Machine Learning +1

BAMBI: blind accelerated multimodal Bayesian inference

1 code implementation13 Oct 2011 Philip Graff, Farhan Feroz, Michael P. Hobson, Anthony Lasenby

In this paper we present an algorithm for rapid Bayesian analysis that combines the benefits of nested sampling and artificial neural networks.

Bayesian Inference

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