Wavelet transform preprocessing results. حسب Chao Tang (10925)

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

PCAECG_GAN. حسب Chao Tang (10925)

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

Classification model parameter settings. حسب Chao Tang (10925)

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

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

"…This research addresses core challenges in ECG signal classification—extremely imbalanced data, significant individual physiological differences, and difficulties in long sequence fitting—by proposing a Principal Component Analysis-based Conditional Generative Adversarial Network (PCA-CGAN). …"

Acoustic Startle at 28 dpf. حسب Morgan Barnes (7876373)

"…(C) There is a significant decrease of PPI in the 48+ and 72 + fish (p < 0.0001). …"

Supplementary Material for: The Impact of the Selective Cytopheretic Device on Neutrophil-to-Lymphocyte Ratios and Hematological Parameters in AKI: A Pooled Analysis حسب figshare admin karger (2628495)

"…SCD treated patients demonstrated a statistically significant reduction in NLR vs. control patients at Day 6 (SCD = 13.3 vs. control = 25.7 at day 6; ptrend = 0.011). …"

Table 5_Symptoms and sleep characteristics of tic disorder children with allergic diseases: a case–control study.docx حسب Zhang Panpan (22335250)

"…Allergic diseases also have a significant impact on children's sleep. Regrettably, it remains unclear whether TD children with comorbid allergic diseases exhibit distinct symptoms and sleep characteristics.…"

Table 3_Symptoms and sleep characteristics of tic disorder children with allergic diseases: a case–control study.docx حسب Zhang Panpan (22335250)

"…Allergic diseases also have a significant impact on children's sleep. Regrettably, it remains unclear whether TD children with comorbid allergic diseases exhibit distinct symptoms and sleep characteristics.…"