Two-dimensional visualization of cell clustering in the CellType dataset before and after imputation using multiple algorithms. by Siyi Huang (8562174)

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

“…The results show: (1) Random oversampling, ADASYN, SMOTE, and SMOTEENN were used for data balance processing, among which SMOTEENN showed better efficiency and effect in dealing with data imbalance. (2) The GA-XGBoost model optimized the hyperparameters of the XGBoost model through a genetic algorithm to improve the model’s predictive accuracy. …”

Flowchart data balancing algorithm (SMOTE). by Xiangting Shi (21439579)

Comparative results with existing representative algorithms. by Yan Qin (118276)

Linear-regression-based algorithms succeed at identifying the correct functional groups in synthetic data, and multi-group algorithms recover more information. by Yuanchen Zhao (12905580)

Subjects:

bppMigration-algorithms-data.tgz by Ziheng Yang (22169779)

Classification accuracy of different optimization algorithms and prediction models. by Xueying Kou (3940031)

Subjects: “…traditional optimization algorithms…”

Data size, algorithm, and cross validation metrics in case study 1. by Lillian Li (11337679)

Performance of algorithms outside the training species. by Sven B. Gould (12237287)

Partial polishing of experimental data. by Ma Haohao (22177538)

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

<b>Discrimination of gold deposit types based on big data analysis and machine learning techniques</b> by Lihao Feng (20837036)

Knowledge Graph validation using SHACL Shapes by Ángel Iglesias Préstamo (19745767)

Comparison of the performance of ML algorithms in predicting maize yield using 5-fold CV. by Oumnia Ennaji (20442244)

Workflow of the CAECENET algorithm. by Celia Herrero del Barrio (20479635)

Subjects:

Computational efficiency benchmarking of imputation algorithms. by Siyi Huang (8562174)

Computational efficiency benchmarking of imputation algorithms. by Siyi Huang (8562174)

Two subroutines of the iLV Algorithm jointly improve parameter estimation. by Yue Huang (285485)

The algorithm of the applied models. by Elif Tuçe Bal (21367965)

“…The fact that the first model and the simplified model are close in terms of prediction performance shows that the simplified model can be used in prediction. (iv) In order to show that the simplified model can produce reliable results when the data set is expanded, 2023 data was added and price predictions were made again with ML algorithms. …”

Efficiency of imputation algorithms. by Yongqi Bu (20477564)