Classification model parameter settings. by Chao Tang (10925)

“…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …”

Class distribution for 5-class classification. by Toheeb Salahudeen (21368040)

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Class distribution for 3-class classification. by Toheeb Salahudeen (21368040)

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Performance indexes of each class classification in the quinary classification model with ensemble learning. by Ruixuan Li (7512485)

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Performance indexes of each class classification in the ternary classification model with ensemble learning. by Ruixuan Li (7512485)

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Parent class classification label. by Rong Zhou (138287)

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Comparison of Model Five-classification Results. by Chao Tang (10925)

“…Experiments demonstrate that PCA-CGAN not only achieves stable convergence on a large-scale heterogeneous dataset comprising 43 patients for the first time but also resolves the “dilution effect” problem in data augmentation, avoiding the asymmetric phenomenon where Precision increases while Recall decreases. After data augmentation, the ResNet model’s average F1 score improved significantly, with particularly outstanding performance on rare categories such as atrial premature beats, far surpassing traditional methods like SigCWGAN and TD-GAN. …”

International Classification of Diseases Codes. by Jie Zhao (49409)

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Classification Report for Traditional Classification Models. by Jacqueline Jia Hsin Hu (22783501)

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Classification of the SASQ items in three class model. by Samuel Owiti (16851505)

“…<p>Classification of the SASQ items in three class model.…”

Performance indexes of each class classification in the quinary classification model with three single classifiers. by Ruixuan Li (7512485)

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Performance indexes of each class classification in the ternary classification model with three single classifiers. by Ruixuan Li (7512485)

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Class-wise performance of the classification models for categorizing nucleus. by Anjir Ahmed Chowdhury (21696531)

“…<p>Class-wise performance of the classification models for categorizing nucleus.…”

Classification posterior probabilities of 7-class latent class analysis model. by Edwin W. D’Souza (12360036)

“…<p>Classification posterior probabilities of 7-class latent class analysis model.…”

Machine learning pipeline for multi-class classification. by Rida Nayyab (21519512)

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Classification of TVDI effector interactions. by Yuxin Wei (11510974)

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Prevalence and classification of VTE. by Eunseon Jeong (10338264)

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Model 1: All Variables for 5-class classification. by Toheeb Salahudeen (21368040)

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Model 1: All Variables for 3-class classification. by Toheeb Salahudeen (21368040)

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Models’ classification report. by Muhammad Muzzammil Auzine (18880720)