PCA-CGAN Structure Diagram. 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. …”

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. …”

PCAECG-GAN K-fold experiment table. 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. …”

PCA-CGAN Pseudocode Table. 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. …”

PCA-CGAN Ablation Experiment 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. …”

Free diagram of forces exerted on the control mass . by Amirhossein Favakeh (21417884)

Subjects:

(a) The diameter distribution of magnetic nanoparticles and (b) the magnetization curve of the ferrofluid. by Amirhossein Favakeh (21417884)

Subjects:

Minimal inhibitory concentration of antibiotics used in this study. by Techit Thavorasak (13138440)

Subjects:

Magnetic flux density in the x and z directions against the distance from the magnet. by Amirhossein Favakeh (21417884)

Subjects:

Protein-protein interaction network of downregulated genes involved in the peptide biosynthetic process (GO:0043043) in the <i>Acinetobacter baumannii smpB</i> mutant. by Techit Thavorasak (13138440)

Subjects:

Biological processes activated and suppressed, along with associated genes, induced by calcitriol treatment in CaSki cervical cancer cells. by Euclides Avila (41023)

Subjects:

Ferrofluid droplet generation on a functional wedged surface atθ = 20°, Q = 5 ml h^-‍1 and L = 10 mm. τ = t_breakup -t represents the remaining time until the d... by Amirhossein Favakeh (21417884)

Subjects:

Socio-demographic characteristics of key informants (n = 21). by Beshir Bedru Nasir (8218863)

Subjects:

3D and 2D pose of the docked 4-hydroxyestrdiol diagram displaying a variety of interactions with enzyme’s active region. by MohammedBashar Al-Qazzan (22439236)

Subjects:

Comparison of all–age cases with age–standardized incidence, prevalence,deaths, and DALYs in global men and women, 1990–2021. by Zhengpeng Li (2322058)

Subjects:

Differentially expressed mature microRNAs in CaSki cells modulated by calcitriol, with fold change thresholds of ≥ 1.5 or ≤ -1.5. by Euclides Avila (41023)

Subjects:

Irradiation effect on <i>D. melanogaster</i> male longevity. by Flavia Cerasti (21655934)

Subjects:

Raw data for HCs. by Beshir Bedru Nasir (8218863)

Subjects:

Pre and post COVID-19 Genexpert tests for TB detection trends over 8 months. by Beshir Bedru Nasir (8218863)

Subjects:

The role of glyoxalase system in methylglyoxal detoxification. by MohammedBashar Al-Qazzan (22439236)

Subjects: