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Fig 1.

Flowchart of the proposed approach.

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Table 1.

Dataset properties.

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Table 1 Expand

Table 2.

NN hyperparameters search range.

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Table 2 Expand

Table 3.

DT hyperparameters search range.

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Table 4.

RF hyperparameters search range.

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Table 5.

XGBoost hyperparameters search range.

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Table 6.

SVM hyperparameters search range.

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Table 7.

Performance for liver data.

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Table 8.

Performance for lung data.

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Table 9.

Performance for prostate data.

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Table 10.

Performance for thyroid data.

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Table 11.

Performance for 20-feature liver data.

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Table 12.

Performance for 20-feature lung data.

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Table 13.

Performance for 20-feature prostate data.

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Table 14.

Performance for 20-feature thyroid data.

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Fig 2.

Shap plots for 20-feature liver data.

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Fig 3.

Shap plots for 20-feature lung data.

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Fig 4.

Shap plots for 20-feature prostate data.

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Fig 5.

Shap plots for 20-feature thyroid data.

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