The Search process of the genetic algorithm. حسب Wenguang Li (6528113)

الموضوعات:

Genetic algorithm flowchart. حسب Wenguang Li (6528113)

الموضوعات:

Genetic algorithm iteration data chart. حسب Wenguang Li (6528113)

الموضوعات:

Explained variance ration of the PCA algorithm. حسب Abeer Aljohani (18497914)

الموضوعات:

Performance of machine learning algorithms. حسب Wenxue Liu (6877754)

Improved random forest algorithm. حسب Zhen Zhao (159931)

"…Subsequently, the feature factors corresponding to the model with the highest accuracy were selected as the optimal feature subsets and used in the model construction as input data. Additionally, considering the imbalanced in population spatial distribution, we used the K-means ++ clustering algorithm to cluster the optimal feature subset, and we used the bootstrap sampling method to extract the same amount of data from each cluster and fuse it with the training subset to build an improved random forest model. …"

Confusion Matrix for Subspace algorithm (3000 Learning Cycles) providing insight into the performance evaluation of Subspace algorithm. حسب Sadia Nazim (21440115)

Performance comparison of different adoption algorithms in XGBoost model. حسب Wenguang Li (6528113)

الموضوعات:

Improve algorithm settings. حسب Hui Zhao (7395)

الموضوعات:

Accuracy of the Random forest algorithm for different values of test samples and different choice of random states. حسب Abeer Aljohani (18497914)

الموضوعات:

Accuracy of the Random forest algorithm for different values of test samples and different choice window indexes. حسب Abeer Aljohani (18497914)

الموضوعات:

Schematic diagram of the SARIMA algorithm flow. حسب Yongxin Dai (13796385)

الموضوعات:

Noise reduction by the sliding average algorithm. حسب Yongxin Dai (13796385)

الموضوعات:

Parametric study of accuracy of the Random forest algorithm for different proportions of test samples and different choice of random states. حسب Abeer Aljohani (18497914)

الموضوعات:

ML algorithms in cyber security. حسب Abdullah Asım Yılmaz (20715311)

Evaluating and mapping spatial drought in northeast Thailand: utilizing analytic hierarchy process and random forest algorithms حسب Zahid Naeem Qaisrani (21567311)

"…This study evaluates drought vulnerabilities in Northeast Thailand using geospatial datasets and analysis combined with a random forest (RF) approach. The Analytical Hierarchy Process (AHP) was employed to map different drought types based on 14 spatial criteria. …"

Confusion matrix for Random Forest algorithm (3000 Number of trees) highlights the classification accuracy across different classes. حسب Sadia Nazim (21440115)

The actual training effect of four algorithms on original photo data (All images are original images taken by the author). حسب Xiaojun Wang (50332)

الموضوعات:

Visualization of mean absolute SHAP values for conditional algorithm for each class. حسب Sadia Nazim (21440115)

Visualization of mean absolute SHAP values for Interventional algorithm for each class. حسب Sadia Nazim (21440115)