Schematic of iteration process of IDE-IIGA. حسب Ling Zhao (111365)

"…<div><p>To solve the problems of insufficient global optimization ability and easy loss of population diversity in building interior layout design, this study proposes a novel layout optimization model integrating interactive genetic algorithm and improved differential evolutionary algorithm to improve the global optimization ability and maintain population diversity in building layout design. …"

Schematic diagram of IGA chromosome coding. حسب Ling Zhao (111365)

"…<div><p>To solve the problems of insufficient global optimization ability and easy loss of population diversity in building interior layout design, this study proposes a novel layout optimization model integrating interactive genetic algorithm and improved differential evolutionary algorithm to improve the global optimization ability and maintain population diversity in building layout design. …"

Results of KNN. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Comparison of key techniques in their literature. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

SHAP analysis mean value. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Proposed methodology. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

SHAP analysis. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Dataset description. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Results of Extra tree. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Results of Decision tree. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Results of Adaboost. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Results of Random Forest. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Before upsampling. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Results of gradient boosting classifier. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Results of Decision tree. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Adaboost classifier results. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Results of Lightbgm. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Results of Lightbgm. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Feature selection process. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Results of KNN. حسب Balraj Preet Kaur (20370832)

"…Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"