Proposed PIDS model. حسب Shahneela Pitafi (20454775)

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Comparison of the performance of the predictive models using on test validation with feature selection and short listing of models with accuracy higher than 0·8. حسب Fatima Zahra Rhmari Tlemçani (22319928)

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Performance of RF regression model. حسب Marwah Salman (22593380)

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Training accuracy and ROC-AUC comparison after balancing by SMOTE. حسب Daniel Niguse Mamo (16813898)

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Training Accuracy and ROC-AUC comparison before balancing by SMOTE. حسب Daniel Niguse Mamo (16813898)

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Training accuracy and ROC-AUC Comparison before balancing by SMOTE. حسب Daniel Niguse Mamo (16813898)

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Types of training algorithms. حسب Caixia Yan (6647072)

Training algorithm flow. حسب Xing Chen (140292)

"…<div><p>In daily life, two common algorithms are used for collecting medical disease data: data integration of medical institutions and questionnaires. …"

Using LU-Net model to remove gaussian noise. حسب Hai Huang (140371)

"…However, many existing models enhance accuracy by stacking network layers, leading to increased algorithmic and computational complexity, overfitting, low training efficiency, and limited feature extraction capabilities. …"

Using LU-Net model to remove permutation noise. حسب Hai Huang (140371)

"…However, many existing models enhance accuracy by stacking network layers, leading to increased algorithmic and computational complexity, overfitting, low training efficiency, and limited feature extraction capabilities. …"

Sample images that were feed to untrained model. حسب Vaibhav Gadag (20642471)

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Data for Figs 3–9. حسب Xiaogang Li (299205)

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Loss vs epochs during training phase (Overall). حسب Vaibhav Gadag (20642471)

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Dataset breakdown. حسب Ioana Duta (18462981)

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Effect of changing thresholds on accuracy. حسب Ioana Duta (18462981)

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Histogram showing propensity scores as calculated from the processed data, coloured by whether there was a diagnosis of epilepsy (blue) or not (red). حسب Ioana Duta (18462981)

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Covariate values per site. حسب Ioana Duta (18462981)

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Flowchart describing samples sizes (index events) in the analysis cohort, used for training and for validating the models for each outcome, after applying the episode creation and... حسب Nowell M. Fine (13874645)

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Confusion matrix of the top 3 models. حسب Fatima Zahra Rhmari Tlemçani (22319928)

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Risk element category diagram. حسب Yao Hu (3479972)

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