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

"…Motivated by the above, in this proposal, we design an improved model to predict the existence of respiratory disease among patients by incorporating hyperparameter optimization and feature selection. To optimize the parameters of the machine learning algorithms, hyperparameter optimization with a genetic algorithm is proposed and to reduce the size of the feature set, feature selection is performed using binary grey wolf optimization algorithm. …"

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

"…Motivated by the above, in this proposal, we design an improved model to predict the existence of respiratory disease among patients by incorporating hyperparameter optimization and feature selection. To optimize the parameters of the machine learning algorithms, hyperparameter optimization with a genetic algorithm is proposed and to reduce the size of the feature set, feature selection is performed using binary grey wolf optimization algorithm. …"

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

"…Motivated by the above, in this proposal, we design an improved model to predict the existence of respiratory disease among patients by incorporating hyperparameter optimization and feature selection. To optimize the parameters of the machine learning algorithms, hyperparameter optimization with a genetic algorithm is proposed and to reduce the size of the feature set, feature selection is performed using binary grey wolf optimization algorithm. …"

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

"…Motivated by the above, in this proposal, we design an improved model to predict the existence of respiratory disease among patients by incorporating hyperparameter optimization and feature selection. To optimize the parameters of the machine learning algorithms, hyperparameter optimization with a genetic algorithm is proposed and to reduce the size of the feature set, feature selection is performed using binary grey wolf optimization algorithm. …"

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

"…Motivated by the above, in this proposal, we design an improved model to predict the existence of respiratory disease among patients by incorporating hyperparameter optimization and feature selection. To optimize the parameters of the machine learning algorithms, hyperparameter optimization with a genetic algorithm is proposed and to reduce the size of the feature set, feature selection is performed using binary grey wolf optimization algorithm. …"

The ONDL model against the original Alexnet in the RGB domain without optimization for the DSWM1 or DSWM2 with training, testing time, and number of features. حسب Nour Eldeen Mahmoud Khalifa (19259450)

الموضوعات:

Statistical results of various algorithms. حسب ZeSheng Lin (20501356)

"…Furthermore, inspired by the grey wolf optimization algorithm, use 3 excellent particle surround strategies instead of the original random selecting particles. …"

Algorithm comparison. حسب Ning Ji (325849)

"…<div><p>In order to improve the accuracy of the transformer fault identification using nature-inspired algorithms, an identification method based on the GWO (Grey Wolf Optimizer)-optimized Dual-channel MLP (Multilayer Perceptron)-Attention is proposed. …"

Flowchart of KELM parameters optimized by EAWOA. حسب ZeSheng Lin (20501356)

"…Furthermore, inspired by the grey wolf optimization algorithm, use 3 excellent particle surround strategies instead of the original random selecting particles. …"

Model predicted sites for GNNA. حسب Taiwo A. Adekunle (22226868)

الموضوعات:

Time complexity of the model respectively. حسب Taiwo A. Adekunle (22226868)

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Variable importance for the PRF model. حسب Taiwo A. Adekunle (22226868)

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Model predicted sites for PRFBOA. حسب Taiwo A. Adekunle (22226868)

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Running time(in seconds) of the model against samples. حسب Taiwo A. Adekunle (22226868)

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Training time comparison of the models respectively. حسب Taiwo A. Adekunle (22226868)

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AUC-ROC curve for PRFPCA model. حسب Taiwo A. Adekunle (22226868)

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AUC-ROC curve for PRF model. حسب Taiwo A. Adekunle (22226868)

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List of climatic and environmental variables and their sources. حسب Taiwo A. Adekunle (22226868)

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Model performance comparison of PRF, PRFGA,PRFPCA and GNNA. حسب Taiwo A. Adekunle (22226868)

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Partial dependence plot for the top 3 selected features. حسب Taiwo A. Adekunle (22226868)

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