Melanoma Skin Cancer Detection Using Deep Learning Methods and Binary GWO Algorithm حسب Hussein Ali Bardan (21976208)

"…In this work, we propose a novel framework that integrates </p><p dir="ltr">Convolutional Neural Networks (CNNs) for image classification and a binary Grey Wolf Optimization (GWO) </p><p dir="ltr">algorithm for feature selection. …"

Best optimizer results of Lightbgm. حسب Balraj Preet Kaur (20370832)

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

Best optimizer results of Adaboost. حسب Balraj Preet Kaur (20370832)

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

Best optimizer results of Lightbgm. حسب Balraj Preet Kaur (20370832)

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

Random forest with hyperparameter optimization. حسب Balraj Preet Kaur (20370832)

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

Best optimizer results of KNN. حسب Balraj Preet Kaur (20370832)

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

Best optimizer results of KNN. حسب Balraj Preet Kaur (20370832)

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

Best optimizer 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. …"

Best optimizer result for Adaboost classifier. حسب Balraj Preet Kaur (20370832)

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

Best optimizer results for random forest. حسب Balraj Preet Kaur (20370832)

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

Best optimizer 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. …"

Best optimizer 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. …"

Best optimizer 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. …"

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

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

ROC comparison of machine learning algorithm. حسب Balraj Preet Kaur (20370832)

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

Results of machine learning algorithm. حسب Balraj Preet Kaur (20370832)

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

Algorithm for generating hyperparameter. 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. …"

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. …"

Ensemble model architecture. حسب Balraj Preet Kaur (20370832)

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