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Fig 1.

Images of the experimental program: (a) Dimensions of a specimen; (b) Specimens after demolding; (c) Water curing of specimens; (d) Testing assembly.

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Table 1.

Detail of mix proportion used during the experimental work.

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Fig 2.

Sequence of ML and validation strategies adopted.

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Fig 3.

Map of SVM strategy [67].

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Fig 4.

Sequence of SVM technique [68].

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Fig 5.

Sequence of BR technique [70].

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Fig 6.

Schematic diagram of the k-fold validation technique.

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Fig 7.

Influence of waste glass powder as cement substitute on FS of specimens.

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Fig 8.

Influence of waste glass powder as a fine aggregate substitute on FS of specimens.

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Fig 9.

SVM model: (a) Correlation among actual and estimated FS; (b) Dispersion of actual, estimated and error results.

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Fig 10.

BR model: (a) Correlation among actual and estimated FS; (b) Dispersion of actual, estimated and error results.

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Fig 11.

Outcomes of k-fold evaluation.

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Table 2.

Statistical checks for the employed ML methods.

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Table 3.

Results of k-fold evaluation for the employed ML models.

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