Two-dimensional visualization of cell clustering in the Guo2 dataset before and after imputation using multiple algorithms. حسب Siyi Huang (8562174)

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

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

Genetic algorithm iteration data chart. حسب 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). حسب Xiangting Shi (21439579)

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

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

الموضوعات:

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

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

الموضوعات: "…traditional optimization algorithms…"

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

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

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

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

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

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

الموضوعات:

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

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

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

The algorithm of the applied models. حسب 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. حسب Yongqi Bu (20477564)