Optimize process data and final results حسب Dawei Wang (471687)

Final settings for the algorithms. حسب Raphael Souza de Oliveira (12647110)

Optimized process of the random forest algorithm. حسب Hongxia Li (493545)

"…Then, a training set is randomly selected from known coal mine samples, and the training sample set is processed and analyzed using Matlab software. Subsequently, a training model based on the random forest classification algorithm is constructed, and the model is optimized using two parameters, Mtry and Ntree. …"

Test performance metrics for the final model. حسب Ramona Leenings (11167294)

Training process. حسب Ning Zhao (84707)

Firefly optimization algorithm flowchart. حسب Zhengyu Xu (8550660)

"…And finally, an improved PSO-IFA hybrid optimization algorithm (PSO-IFAH) was proposed in the paper. …"

The Search process of the genetic algorithm. 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. …"

Evaluation of developed intrusion detection model with different heuristic algorithms. حسب P. M. Vijayan (17095147)

Particle swarm optimization algorithm flowchart. حسب Zhengyu Xu (8550660)

"…And finally, an improved PSO-IFA hybrid optimization algorithm (PSO-IFAH) was proposed in the paper. …"

XGBoost algorithm training process. حسب Huijun Chen (148680)

The ANFIS algorithm details. حسب Mohammadmahdi Taheri (21722285)

"…These selected stocks are then moved to the second stage, where the ANFIS algorithm is employed in MATLAB to predict the final closing prices and calculate the prediction error (RMSE). …"

PID controller parameters optimization process. حسب Hongjun Meng (5031806)

Genetic algorithm flowchart. حسب Jintao Meng (9455366)

"…Due to the fact that fuzzy rules are formulated through a large amount of on-site temperature data and experience summary, there is a certain degree of subjectivity, which cannot ensure that each rule is optimal. …"

Parameter estimation process and performance. حسب Gennady Gorin (8466255)

S1 Data - حسب Zhengyu Xu (8550660)

"…And finally, an improved PSO-IFA hybrid optimization algorithm (PSO-IFAH) was proposed in the paper. …"

Node coding process. حسب Jun Zhao (59250)

An optimal solution for the HFS instance. حسب Xiang Tian (4369285)

"…Next, a CP model (IPMMPO-CP) applicable to multi-scenario HFS problems is proposed. Finally, based on a large number of instances and real cases, IPMMPO-CP is compared with 9 representative algorithms and 2 latest CP models. …"

S10 Data - حسب Zhenjing Xie (18196063)

S8 Data - حسب Zhenjing Xie (18196063)

S5 Data - حسب Zhenjing Xie (18196063)