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      Three‐Dimensional Surface Displacements During the 2016 M W 7.8 Kaikōura Earthquake (New Zealand) From Photogrammetry‐Derived Point Clouds

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          Generic Mapping Tools: Improved Version Released

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            Is Open Access

            Probabilistic programming in Python using PyMC3

            Probabilistic programming allows for automatic Bayesian inference on user-defined probabilistic models. Recent advances in Markov chain Monte Carlo (MCMC) sampling allow inference on increasingly complex models. This class of MCMC, known as Hamiltonian Monte Carlo, requires gradient information which is often not readily available. PyMC3 is a new open source probabilistic programming framework written in Python that uses Theano to compute gradients via automatic differentiation as well as compile probabilistic programs on-the-fly to C for increased speed. Contrary to other probabilistic programming languages, PyMC3 allows model specification directly in Python code. The lack of a domain specific language allows for great flexibility and direct interaction with the model. This paper is a tutorial-style introduction to this software package.
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              The global CMT project 2004–2010: Centroid-moment tensors for 13,017 earthquakes

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                Author and article information

                Journal
                Journal of Geophysical Research: Solid Earth
                J. Geophys. Res. Solid Earth
                American Geophysical Union (AGU)
                2169-9313
                2169-9356
                January 2020
                January 2020
                : 125
                : 1
                Affiliations
                [1 ]School of Geography, Environment and Earth SciencesVictoria University of Wellington Wellington New Zealand
                [2 ]Now at School of Earth and EnvironmentUniversity of Canterbury Christchurch New Zealand
                [3 ]Now at GNS Science Lower Hutt New Zealand
                [4 ]School of Earth and Ocean SciencesUniversity of Victoria Victoria British Columbia Canada
                [5 ]School of Earth and EnvironmentUniversity of Canterbury Christchurch New Zealand
                [6 ]GNS Science Lower Hutt New Zealand
                Article
                10.1029/2019JB018739
                aaf2ce88-eed4-4c4b-ae67-bf06b2cf0a1c
                © 2020

                http://onlinelibrary.wiley.com/termsAndConditions#vor

                http://doi.wiley.com/10.1002/tdm_license_1.1


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