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Fig 1.

TabNet’s encoding architecture.

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Fig 2.

Storage unit architecture.

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Fig 3.

LSTM’s expanded network form of the storage unit.

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Fig 3 Expand

Table 1.

Evaluation metrics and their calculations.

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Table 1 Expand

Fig 4.

Factor importance ranking.

(a) Dow Jones Composite Index. (b) S&P 500 Index. (c) China Shanghai Composite Index. (d) China Shenzhen Composite Index.

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Fig 4 Expand

Table 2.

Top ten factors for composite indices.

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Table 2 Expand

Table 3.

Prediction results of different methods.

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Table 3 Expand

Table 4.

Convergence time(s) of different methods.

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Table 4 Expand