Cross-validation curve for LASSO regression model selection. by Oliver Mendoza-Cano (9148646)

Overview of the Cell2Spatial algorithm. by Huamei Li (8815955)

“…Feedforward neural network (FNN) was employed for cell pre-assignment to ST clusters (Step 6), and the Jonker-Volgenant algorithm iteratively mapped individual cells to specific spatial spots based on similarities and estimated cell counts (Step 7).…”

Mean parameter values for the selected crops. by Gourab Saha (8987405)

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Evaluation metrics of selected ML models. by Gourab Saha (8987405)

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Dataset of 10 patients (few features have been selected for this example). by Saim Chishti (22272188)

Feature selection and processing flowchart. by Jiaqi Wang (369548)

The workflow of Algorithm 2 with the example in by Badhan Das (7434362)

Five-fold cross-validation results of mulit-scale CNN algorithm at different SNRs. by Jiuxiao Cao (21594403)

Five-fold cross-validation results of mulit-scale GRU algorithm at different SNRs. by Jiuxiao Cao (21594403)

Five-fold cross-validation results of mulit-scale CNN algorithm at different SNRs. by Jiuxiao Cao (21594403)

Convergence rate of FastICA with different selected sub-block percentages. by Huanyu Yang (6683780)

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Guide to selecting data augmentation techniques for sentiment analysis. by Rodrigo Gutiérrez Benítez (19746443)

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Guide to selecting data augmentation techniques for emotion analysis. by Rodrigo Gutiérrez Benítez (19746443)

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Genetic algorithm flowchart. by Wenguang Li (6528113)

“…Firstly, the dataset was balanced using various sampling methods; secondly, a Stacking model based on GA-XGBoost (XGBoost model optimized by genetic algorithm) was constructed for the risk prediction of diabetes; finally, the interpretability of the model was deeply analyzed using Shapley values. …”

Decision maker preference and scheme selection. by Yuhang Wang (332111)

“…Decision-makers screen solutions based on loss tolerance thresholds and select the optimal solution using a composite score of comprehensive weighted losses. …”

Comparative analysis of computational efficiency across various hyperparameter optimization algorithms on the CSMAR and MorningStar datasets. by Cai Yuanqing (22513351)

Selection strategy process. by Hui Yang (91136)

Algorithm performance comparison. by Haiyan Wang (25821)

PRISMA flow chart for studies selection. by Arsalan Humayun (19192927)

Parameters of each algorithm. by Nanqi Li (11640083)