<p>Schematic representation of two consecutive slices, for which chemical measurements on surface are available. From the two slices, three consecutive layers are used for model development and validation, upper and lower layers (thick black line) are used for model training and interpolation, and middle layer (blue shadowed line) is used for validation of model predictive performance.</p
<p>a) Schematic of the FDA nozzle model b) Cross-sectional cuts identify validation locations along ...
<p>Tabular representation of the two Latin square experimental designs showing the order of allocati...
<p>The data set is partitioned into 10 parts (folds) in the outer loop. One fold of the data set is ...
<p>The dotted lines indicate the leave-one-out cross-validated result. 2f, 2-fold 50 repetitions; 5f...
The workflow is displayed as 7 steps with steps 1–6 describing the model train and test workflow wit...
<p>It highlights the two nested loops. The outer cross-validation loop provides 10 performance estim...
<p>Results show the mean accuracy (upper plot) and proportion of significant results (bottom plot) o...
<p>Schematic representation of studied weathering profiles showing the sectional structure and sampl...
The “inner” cross-validation: The “inner” cross-validation is for model selection based on their acc...
From each dataset, 30% of the participants were extracted, concatenated and left aside as test set f...
<p>2f, 2-fold 50 repetitions; 5f, 5-fold 20 repetitions; 10f, 10-fold 10 repetitions; 20f, 20-fold 5...
<p>The solid line represents the model predicted PI curve; the black squares are the experimental da...
<p>A Monte-Carlo variation of each technique is achieved by randomising the labels of the testing sa...
<p>Our analysis employed a double look cross-validation. The inner loop determines the optimal numbe...
<p>(A) Independent Equiprobable model. (B) Cooperative Equiprobable model. (C) Independent 1 Slow St...
<p>a) Schematic of the FDA nozzle model b) Cross-sectional cuts identify validation locations along ...
<p>Tabular representation of the two Latin square experimental designs showing the order of allocati...
<p>The data set is partitioned into 10 parts (folds) in the outer loop. One fold of the data set is ...
<p>The dotted lines indicate the leave-one-out cross-validated result. 2f, 2-fold 50 repetitions; 5f...
The workflow is displayed as 7 steps with steps 1–6 describing the model train and test workflow wit...
<p>It highlights the two nested loops. The outer cross-validation loop provides 10 performance estim...
<p>Results show the mean accuracy (upper plot) and proportion of significant results (bottom plot) o...
<p>Schematic representation of studied weathering profiles showing the sectional structure and sampl...
The “inner” cross-validation: The “inner” cross-validation is for model selection based on their acc...
From each dataset, 30% of the participants were extracted, concatenated and left aside as test set f...
<p>2f, 2-fold 50 repetitions; 5f, 5-fold 20 repetitions; 10f, 10-fold 10 repetitions; 20f, 20-fold 5...
<p>The solid line represents the model predicted PI curve; the black squares are the experimental da...
<p>A Monte-Carlo variation of each technique is achieved by randomising the labels of the testing sa...
<p>Our analysis employed a double look cross-validation. The inner loop determines the optimal numbe...
<p>(A) Independent Equiprobable model. (B) Cooperative Equiprobable model. (C) Independent 1 Slow St...
<p>a) Schematic of the FDA nozzle model b) Cross-sectional cuts identify validation locations along ...
<p>Tabular representation of the two Latin square experimental designs showing the order of allocati...
<p>The data set is partitioned into 10 parts (folds) in the outer loop. One fold of the data set is ...