Flow chart of data selection. حسب Betty Kazanga (20565434)

Considered features and their types. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

Comparison of SOTA models. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

DJIA correlation heatmap. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

Experimental environment of hardware. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

S1 File - حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

PSO parameter values. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

Experimental environment of software. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

LSTM unit. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

Pearson correlation coefficient of DJIA. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

The parameters of LSTM training model. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

Typical LSTM neural network. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

The prediction errors of the optimal parameters. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

Hyperparameter alternatives. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

Loss change in iteration of 6 stock indices. حسب Xiaohua Zeng (793632)

"…The experimental results on six global stock indices demonstrate that PSO-LSTM effectively fits real data, achieving high prediction accuracy. Moreover, increasing PSO iterations lead to gradual loss reduction, which indicates PSO-LSTM’s good convergence. …"

Sources of GHG emissions from agriculture. حسب Minghui Wei (4817424)

"…Agricultural carbon intensity in provinces was mostly Low-Low Cluster and the range of High-High Cluster has decreased. Inter-provincial disparities in agricultural carbon emissions were also gradually narrowing. …"

Data. حسب Minghui Wei (4817424)

"…Agricultural carbon intensity in provinces was mostly Low-Low Cluster and the range of High-High Cluster has decreased. Inter-provincial disparities in agricultural carbon emissions were also gradually narrowing. …"

Threading Behavior and Dynamics of Ring-Linear Polymer Blends under Poiseuille Flow حسب Deyin Wang (6028850)

"…As rings are flexible (<i>K</i>_br = 0), the threading probability gradually increases with an increase in flow field strength. …"

The impact of nano-curcumin on cell viability and proliferation in breast cancer cells. حسب Taraneh Givi (22793530)

Polyphenolization: Hair Browning by Phenolic Adhesion, Ambient Oxygen, and Transition Metals حسب Eunu Kim (10583127)

"…Similar to how astringency and spiciness persist on the tongue due to their strong anchoring to mucosal proteins, polyphenols demonstrate nonwashable properties. …"