Confusion matrix heatmap for the proposed DRSA-based model on Unseen Data. حسب Saim Chishti (22272188)

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State-of-the-Art Skin Disease Classification Using Ensemble Learning and Advanced Image Processing حسب Nirupama (22148684)

"…The Crayfish Optimization Algorithm with a Reverse Wheel Strategy is applied for an effective feature segmentation, where the most relevant features are segmented. …"

Using the Accuracy metric, three model types—naive deep learning models, advanced deep learning models, and the proposed framework—are compared for the binary classification of nor... حسب Amin Ullah (12015113)

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Results of the PSNR measure for all algorithms. حسب Jiaqi Ma (773451)

"…Then, a group of Brain Magnetic Resonance Imaging (MRI) images with 12-bit depth are utilized to validate the advantages of CIWP-PSO compared with other segmentation algorithms based on other optimization algorithms. According to the segmentation experimental results, thresholds optimized by CIWP-PSO could achieve higher Kapur entropy, and the multi-level thresholding segmentation algorithm based on CIWP-PSO outperforms the similar algorithms in high-bit depth image segmentation. …"

Results of the FSIM measure for all algorithms. حسب Jiaqi Ma (773451)

"…Then, a group of Brain Magnetic Resonance Imaging (MRI) images with 12-bit depth are utilized to validate the advantages of CIWP-PSO compared with other segmentation algorithms based on other optimization algorithms. According to the segmentation experimental results, thresholds optimized by CIWP-PSO could achieve higher Kapur entropy, and the multi-level thresholding segmentation algorithm based on CIWP-PSO outperforms the similar algorithms in high-bit depth image segmentation. …"

Results of the SSIM measure for all algorithms. حسب Jiaqi Ma (773451)

"…Then, a group of Brain Magnetic Resonance Imaging (MRI) images with 12-bit depth are utilized to validate the advantages of CIWP-PSO compared with other segmentation algorithms based on other optimization algorithms. According to the segmentation experimental results, thresholds optimized by CIWP-PSO could achieve higher Kapur entropy, and the multi-level thresholding segmentation algorithm based on CIWP-PSO outperforms the similar algorithms in high-bit depth image segmentation. …"

Summary of the metrics of the different trained models foreach algorithm in each split for each dataset. حسب Jaime B. Matas-Bustos (21772430)

Summary of the metrics of the different trained algorithms that performed best in the Testing process for each dataset. حسب Jaime B. Matas-Bustos (21772430)

Performance of the XGBoost model based on 12 selected variables for NAFLD prediction. حسب Yong Zhang (5893)

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Boxplot of PLNMFG and other eight state-of-the-art algorithms measured by (a) ACC and (b) AMI on six real datasets. حسب Hui Yuan (402180)

Enhancing the Predictive Kinetics of Intramolecular H‑Migration Reactions of Ether Peroxy Radicals by Integrating Machine Learning with Quantum Chemistry: A Comparative Study of Ge... حسب Jingwei Zhang (288128)

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Results of KNN. حسب Balraj Preet Kaur (20370832)

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Comparison of key techniques in their literature. حسب Balraj Preet Kaur (20370832)

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Ensemble model architecture. حسب Balraj Preet Kaur (20370832)

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SHAP analysis mean value. حسب Balraj Preet Kaur (20370832)

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Proposed methodology. حسب Balraj Preet Kaur (20370832)

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Comparison table of the proposed model. حسب Balraj Preet Kaur (20370832)

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SHAP analysis. حسب Balraj Preet Kaur (20370832)

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Best optimizer results of gradient boosting classifier. حسب Balraj Preet Kaur (20370832)

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Best optimizer results of Lightbgm. حسب Balraj Preet Kaur (20370832)

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