Prediction performance compared with the CART algorithm. by Yixian Wen (12201388)

Subjects:

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

Prediction performance compared with random forest algorithm. by Yixian Wen (12201388)

Subjects:

Accuracy verification of big data diagnosis and early warning algorithm. by Hao-yang Li (17815508)

Algorithms runtime comparison. by Meilin Zhu (688698)

“…Firstly, from the perspective of data-driven, it crawls the historical data of driving speed through Baidu map big data platform, and uses a BP neural network optimized by genetic algorithm to predict the driving speed of vehicles in different periods. …”

Proposed Algorithm. by Hend Bayoumi (22693738)

“…To enhance the offloading decision-making process, the algorithm incorporates the Newton-Raphson method for fast and efficient optimization of the computation rate under energy constraints. …”

Solution results of different algorithms. by Meilin Zhu (688698)

“…Firstly, from the perspective of data-driven, it crawls the historical data of driving speed through Baidu map big data platform, and uses a BP neural network optimized by genetic algorithm to predict the driving speed of vehicles in different periods. …”

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

Performance of different machine learning algorithms. by Apichat Suratanee (634281)

Event-driven data flow processing. by Yixian Wen (12201388)

Subjects:

Training process of HFKG-RFE algorithm. by Chunjuan Li (7890182)

“…<div><p>Federated learning ensures that data can be trained globally across clients without leaving the local environment, making it suitable for fields involving privacy data such as healthcare and finance. …”

Evaluation of model aggregation algorithms. by JiaMing Wang (334865)

“…This algorithm leverages a federated learning architecture and combines it with Paillier homomorphic encryption technology to ensure the security of the training process. …”

Comparison of homomorphic encryption algorithms. by JiaMing Wang (334865)

“…This algorithm leverages a federated learning architecture and combines it with Paillier homomorphic encryption technology to ensure the security of the training process. …”

Comparison of the optimal objective function values obtained by three different algorithms under different scale test data sets. by Meilin Zhu (688698)

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

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

The ANFIS algorithm details. by Mohammadmahdi Taheri (21722285)

“…The existence of uncontrollable factors affects the decision-making process, which is a problem for investors who are responsible for the final financial decisions on how to allocate their budgets to financial assets in their investment portfolios. …”

Acc epoch loss curve of IPCA algorithm. by Lu Lin (201289)

Prediction percentage distribution using different algorithms applied in our research. by Md Junayed Hossain (22615268)

Subjects:

Visualization of mean absolute SHAP values for conditional algorithm across all classes. by Sadia Nazim (21440115)