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

@article{Mignan2019NeuralNA, title={Neural Network Applications in Earthquake Prediction (1994-2019): Meta-Analytic Insight on their Limitations}, author={A. Mignan and M. Broccardo}, journal={ArXiv}, year={2019}, volume={abs/1910.01178} }

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. Earthquake prediction, the Grail of Seismology, is, in this context of continuous exciting discoveries, an obvious choice for deep learning exploration. We review the entire literature of artificial neural network (ANN) applications for earthquake prediction (77 articles, 1994-2019 period) and find two emerging trends: an… Expand

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#### References

SHOWING 1-10 OF 92 REFERENCES

A Deeper Look into 'Deep Learning of Aftershock Patterns Following Large Earthquakes': Illustrating First Principles in Neural Network Physical Interpretability

- Computer Science
- IWANN
- 2019

Earthquake magnitude prediction based on artificial neural networks: A survey

- Computer Science
- 2016

Earthquake Prediction Based on Spatio-Temporal Data Mining: An LSTM Network Approach

- Computer Science
- IEEE Transactions on Emerging Topics in Computing
- 2020

Neural Network Models for Earthquake Magnitude Prediction Using Multiple seismicity Indicators

- Computer Science, Medicine
- Int. J. Neural Syst.
- 2007

A preliminary text classification of the precursory accelerating seismicity corpus: inference on some theoretical trends in earthquake predictability research from 1988 to 2018

- Computer Science, Physics
- Journal of Seismology
- 2019

Earthquakes magnitude predication using artificial neural network in northern Red Sea area

- Computer Science
- 2009

Medium–large earthquake magnitude prediction in Tokyo with artificial neural networks

- Computer Science
- Neural Computing and Applications
- 2015