Best optimizer result for Extra tree. by Balraj Preet Kaur (20370832)

IRBMO vs. meta-heuristic algorithms boxplot. by Chenyi Zhu (9383370)

“…In order to comprehensively verify the performance of IRBMO, this paper designs a series of experiments to compare it with nine mainstream binary optimization algorithms. The experiments are based on 12 medical datasets, and the results show that IRBMO achieves optimal overall performance in key metrics such as fitness value, classification accuracy and specificity. …”

IRBMO vs. feature selection algorithm boxplot. by Chenyi Zhu (9383370)

“…In order to comprehensively verify the performance of IRBMO, this paper designs a series of experiments to compare it with nine mainstream binary optimization algorithms. The experiments are based on 12 medical datasets, and the results show that IRBMO achieves optimal overall performance in key metrics such as fitness value, classification accuracy and specificity. …”

Results of KNN. by Balraj Preet Kaur (20370832)

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

Ensemble model architecture. by Balraj Preet Kaur (20370832)

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

Proposed methodology. by Balraj Preet Kaur (20370832)

Comparison table of the proposed model. by Balraj Preet Kaur (20370832)

SHAP analysis. by Balraj Preet Kaur (20370832)

Confusion matrix of ensemble model. by Balraj Preet Kaur (20370832)

Dataset description. by Balraj Preet Kaur (20370832)

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

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

Results of Adaboost. by Balraj Preet Kaur (20370832)

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

Before upsampling. by Balraj Preet Kaur (20370832)

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

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

Adaboost classifier results. by Balraj Preet Kaur (20370832)