Uncertainty Based Machine Learning-DFT Hybrid Framework for Accelerating Geometry Optimization حسب Akksay Singh (20176616)

"…Here, we present a delta method-based neural network-density functional theory (DFT) hybrid optimizer to improve the computational efficiency of geometry optimization. …"

Cellchat results presentation and expression detections of key gene in RAW264. cell lines and co-cultured RAW264.7 cell lines. حسب Meili Liu (327309)

The gene primer sequences. حسب Meili Liu (327309)

"…A comprehensive machine learning framework that incorporated 12 algorithms and cross-validation was applied to screen for robust diagnostic biomarkers. …"

All models comparison table. حسب Meili Liu (327309)

"…A comprehensive machine learning framework that incorporated 12 algorithms and cross-validation was applied to screen for robust diagnostic biomarkers. …"

Machine learning models. حسب Meili Liu (327309)

UMAP Plot for Cell Clustering and trajectory analysis. حسب Meili Liu (327309)

PPI network analysis and enrichment analysis. حسب Meili Liu (327309)

Identification of DEGs. حسب Meili Liu (327309)

Integration of datasets. حسب Meili Liu (327309)

unbalanced-optimal-transport-distance حسب Daniel Bedoya (12154692)

Immune infiltration analysis. حسب Meili Liu (327309)

Disease subtype based on key genes. حسب Meili Liu (327309)

Service coverage at different p-values. حسب Junjie He (700642)

"…Additionally, sensitivity analysis was conducted to explore the effect of different parameters on the maximum fire risk value that can be covered by a fire station. A compromise coordinated siting scheme with a hierarchy of fire stations can be obtained by solving the proposed model. …"

Location of fire station facility sites. حسب Junjie He (700642)

"…Additionally, sensitivity analysis was conducted to explore the effect of different parameters on the maximum fire risk value that can be covered by a fire station. A compromise coordinated siting scheme with a hierarchy of fire stations can be obtained by solving the proposed model. …"

Chromosome coding. حسب Junjie He (700642)

"…Additionally, sensitivity analysis was conducted to explore the effect of different parameters on the maximum fire risk value that can be covered by a fire station. A compromise coordinated siting scheme with a hierarchy of fire stations can be obtained by solving the proposed model. …"

Definition of parameters. حسب Junjie He (700642)

"…Additionally, sensitivity analysis was conducted to explore the effect of different parameters on the maximum fire risk value that can be covered by a fire station. A compromise coordinated siting scheme with a hierarchy of fire stations can be obtained by solving the proposed model. …"

Distribution of demand points by level. حسب Junjie He (700642)

"…Additionally, sensitivity analysis was conducted to explore the effect of different parameters on the maximum fire risk value that can be covered by a fire station. A compromise coordinated siting scheme with a hierarchy of fire stations can be obtained by solving the proposed model. …"

S1 Data - حسب Junjie He (700642)

"…Additionally, sensitivity analysis was conducted to explore the effect of different parameters on the maximum fire risk value that can be covered by a fire station. A compromise coordinated siting scheme with a hierarchy of fire stations can be obtained by solving the proposed model. …"

Solution results when p = 8~20. حسب Junjie He (700642)

"…Additionally, sensitivity analysis was conducted to explore the effect of different parameters on the maximum fire risk value that can be covered by a fire station. A compromise coordinated siting scheme with a hierarchy of fire stations can be obtained by solving the proposed model. …"

Solution results for different case sizes. حسب Junjie He (700642)

"…Additionally, sensitivity analysis was conducted to explore the effect of different parameters on the maximum fire risk value that can be covered by a fire station. A compromise coordinated siting scheme with a hierarchy of fire stations can be obtained by solving the proposed model. …"