PCAECG_GAN. ανά Chao Tang (10925)

“…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. …”

MIT dataset expansion quantities and Proportions. ανά Chao Tang (10925)

“…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. …”

Experimental hardware and software environment. ανά Chao Tang (10925)

“…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. …”

PCA-CGAN K-fold experiment table. ανά Chao Tang (10925)

“…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. …”

Classification model parameter settings. ανά Chao Tang (10925)

“…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. …”

MIT-BIH expanded dataset proportion chart. ανά Chao Tang (10925)

“…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. …”

AUROC Graphs of RF Model and ResNet. ανά Chao Tang (10925)

“…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. …”

PCA-CGAN Model Workflow Diagram. ανά Chao Tang (10925)

“…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. …”

Structural Diagrams of RF Model and ResNet Model. ανά Chao Tang (10925)

“…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. …”

PCA-CGAN model convergence curve. ανά Chao Tang (10925)

“…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. …”

PCA-CGAN Structure Diagram. ανά Chao Tang (10925)

“…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. …”

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

“…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. …”

PCAECG-GAN K-fold experiment table. ανά Chao Tang (10925)

“…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. …”

PCA-CGAN Pseudocode Table. ανά Chao Tang (10925)

“…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. …”

PCA-CGAN Ablation Experiment Results. ανά Chao Tang (10925)

“…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. …”

Comparison of binding preferences for natural and synthetic indels. ανά Carlos Owusu-Ansah (22470314)

“…The first strategy (Synthetic Indels - Far), involves choosing transcript fragments randomly from human transcripts without regard for the location of experimentally observed indels. …”

France ανά Caroline Fournet (21059681)

“…This would contribute to overcoming the hurdles so far encountered by universal jurisdiction cases and encourage courts to apply the universal jurisdiction mechanism in a more systematic, consistent and coherent manner.…”

Miriama Narayan: The Future Smells Great for Wastewater Research (even though it stinks)! ανά Miriama Wilson (6952499)

“…<p dir="ltr">My PhD research involves analysing wastewater from around Aotearoa; specifically, 21 Wastewater Treatment Plants (WWTP). …”

Qurʾanic Values and Modernity in Contemporary Islamic Ethics : <i>T</i><i>aha Abderrahmane and Fazlur Rahman in Conversation</i> ανά Ramon Harvey (21718904)

“…As century upon century has passed, Muslims live far from the society initially transformed by revelation. …”

Estimating octopus pose with DeepLabCut highlights the challenge of tracking the arms. ανά Willem Lee Weertman (22394833)

“…<b>(d) Visualizing body part velocities highlights the poor quality of arm tip tracking</b> Velocity traces for each of the arm tips were thresholded to remove outliers and then smoothed using a Savitsky-Golay filter. …”