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Fig 1.

The curves demonstrates Gutenberg-Richter law, i.e. exponential rise in frequency of eathquakes with decreasing magnitude.

(a): For Hindukush region catalog is complete upto M = 4.0 (b): Catalog of Chile shows completeness upto M = 3.4 (c): Southern California catalog is complete upto M = 2.6.

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Fig 2.

Flow chart of research methodology.

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Fig 3.

Flow chart of earthquake prediction model.

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Fig 4.

Distribution of feature vectors corresponding to earthquakes and Non-Earthquakes in datasets for (a): Hindukush (b): Chile (c) Southern California.

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Table 1.

Earthquake prediction results for Hindukush region.

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Table 2.

Earthquake prediction results for Chile region.

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Table 3.

Earthquake prediction results for Southern California.

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Fig 5.

Interregional comparison of earthquake prediction results for three regions.

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Table 4.

Performance comparison of SVR, HNN with SVR-HNN.

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Fig 6.

Performance of SVR-HNN over multiple runs of simulation.

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