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Table 1.

Financial analysis of the studied countries.

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Fig 1.

The general architecture of the proposed prediction model.

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Table 2.

Sample of the dataset.

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Table 2 Expand

Table 3.

Categories of the dataset.

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Fig 2.

European green finance growth.

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Fig 3.

Asian green finance growth.

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Fig 4.

Various countries’ green finance growth.

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Fig 5.

(a) Growth in green finance in Europe (b) Growth in green finance in Asia (c) Growth in green finance in Various Countries.

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Table 4.

The results of the augmented dickey-fuller test.

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Table 4 Expand

Fig 6.

Experiment (1): Data augmentation using CT-GAN.

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Fig 6 Expand

Fig 7.

Experiment (2) Prediction using NARX-NN.

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Fig 8.

Experiment (3): prediction using NAR-NN without data augmentation.

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Fig 9.

Experiment (4): Prediction using NAR-NN based CT-GAN data augmentation.

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Table 5.

The results the of the all experiments.

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Table 5 Expand