activity
20152020
most citedNeural Network Applications in Earthquake Prediction (1994-2019): Meta-Analytic Insight on their Limitations

134 citations · 309 across the 9 of their papers we have counts for

collaborators

10 papers

q-bio.PE2020

The dynamics of entropy in the COVID-19 outbreaks

Ziqi Wang, Marco Broccardo, Arnaud Mignan +1

With the unfolding of the COVID-19 pandemic, mathematical modeling of epidemics has been perceived and used as a central element in understanding, predicting, and governing the pan…

cs.NE2019★ 134 cited

Neural Network Applications in Earthquake Prediction (1994-2019): Meta-Analytic Insight on their Limitations

Arnaud Mignan, Marco Broccardo

In the last few years, deep learning has solved seemingly intractable problems, boosting the hope to find approximate solutions to problems that now are considered unsolvable. Eart…

physics.geo-ph2019★ 30 cited

One neuron is more informative than a deep neural network for aftershock pattern forecasting

Arnaud Mignan, Marco Broccardo

29 August 2018: "Artificial intelligence nails predictions of earthquake aftershocks". This Nature News headline is based on the results of DeVries et al. (2018) who forecasted the…

physics.geo-ph2018★ 7 cited

Generalized Earthquake Frequency-Magnitude Distribution Described by Asymmetric Laplace Mixture Modelling

Arnaud Mignan

The complete part of the earthquake frequency-magnitude distribution (FMD), above completeness magnitude mc, is well described by the Gutenberg-Richter law. The parameter mc howeve…

cs.CL2018★ 8 cited

Text Classification of the Precursory Accelerating Seismicity Corpus: Inference on some Theoretical Trends in Earthquake Predictability Research from 1988 to 2018

Arnaud Mignan

Text analytics based on supervised machine learning classifiers has shown great promise in a multitude of domains, but has yet to be applied to Seismology. We test various standard…

physics.geo-ph2018★ 5 cited

Autonomous decision-making against induced seismicity in deep fluid injections

Arnaud Mignan, Marco Broccardo, Stefan Wiemer +1

The rise in the frequency of anthropogenic earthquakes due to deep fluid injections is posing serious economic, societal, and legal challenges to geo-energy and waste-disposal proj…