Optimizing Pharmacokinetic Property Prediction Based on Integrated Datasets and a Deep Learning Approach حسب Xiting Wang (9327613)

"…In this study, we considered both dataset and algorithm optimization to address the challenge of predicting OBA-related molecular properties. …"

Optimizing Pharmacokinetic Property Prediction Based on Integrated Datasets and a Deep Learning Approach حسب Xiting Wang (9327613)

"…In this study, we considered both dataset and algorithm optimization to address the challenge of predicting OBA-related molecular properties. …"

Optimizing Pharmacokinetic Property Prediction Based on Integrated Datasets and a Deep Learning Approach حسب Xiting Wang (9327613)

"…In this study, we considered both dataset and algorithm optimization to address the challenge of predicting OBA-related molecular properties. …"

DE algorithm flow. حسب Ling Zhao (111365)

"…In the experiments, optimization metrics such as kinematic optimization rate (calculated based on the shortest path and connectivity between functional areas), space utilization rate (calculated by the ratio of room area to total usable space), and functional fitness (based on the weighted sum of users’ subjective evaluations and functional matches) all perform well. …"

Python-Based Algorithm for Estimating NRTL Model Parameters with UNIFAC Model Simulation Results حسب Se-Hee Jo (20554623)

الموضوعات:

Test results of different algorithms. حسب Ling Zhao (111365)

"…In the experiments, optimization metrics such as kinematic optimization rate (calculated based on the shortest path and connectivity between functional areas), space utilization rate (calculated by the ratio of room area to total usable space), and functional fitness (based on the weighted sum of users’ subjective evaluations and functional matches) all perform well. …"

Algorithm for generating hyperparameter. حسب Balraj Preet Kaur (20370832)

"…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. 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)

"…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. 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)

"…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Homomorphic binary tree. حسب Jianhua He (341366)

The Pareto-optimal fronts on the random network with 10 added edges and its corresponding solutions. حسب Ruochen Zhang (3434996)

The Pareto-optimal fronts on the regular network with 10 added edges and its corresponding solutions. حسب Ruochen Zhang (3434996)

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

"…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. 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)

"…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. 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)

"…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. 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)

"…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. 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)

"…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. 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)

"…The results obtained show that the proposed model has superior prediction accuracy in comparison to its counterparts. Moreover, among all the hyperparameter-optimized algorithms, adaboost algorithm outperformed all the other hyperparameter-optimized algorithms. …"

Performance on GradEva. حسب Jamilu Yahaya (18563445)

"…The sequences generated by our algorithm identify points that satisfy the first-order necessary condition for Pareto optimality. …"

The considered test problems. حسب Jamilu Yahaya (18563445)

"…The sequences generated by our algorithm identify points that satisfy the first-order necessary condition for Pareto optimality. …"