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

Results of RF algorithm screening factors. by Jintao Li (448681)

The Search process of the genetic algorithm. by Wenguang Li (6528113)

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

“…To address these challenges, this paper proposes a federated learning-based intrusion detection algorithm (NIDS-FGPA) that utilizes gradient similarity model aggregation. …”

Comparison of the EODA algorithm with existing algorithms in terms of recall. by Sunil Kumar (102321)

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Comparison of the EODA algorithm with existing algorithms in terms of precision. by Sunil Kumar (102321)

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Flowchart diagram illustrating the data analysis process using machine learning models. by Isabela Bittencourt Basso (14178739)

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Effects of processing rate and algorithms performance on estimates of biodiversity. by Valentine Fleuré (12822137)

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Processed results from ECG data with the P-T algorithm. by Daehyun Kwon (11985629)

Comparison of the EODA algorithm with existing algorithms in terms of F1-Score. by Sunil Kumar (102321)

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

The pseudocode of the RFE algorithm. by Zuzhen Ji (17593348)

Effect of post-processing threshold and algorithms performance on the species composition estimation. by Valentine Fleuré (12822137)

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Genetic algorithm flowchart. by Wenguang Li (6528113)

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

“…The training of the knowledge graph embedding model is similar to that of many models, which requires a large amount of data for learning to achieve the purpose of model development. …”

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

“…To address these challenges, this paper proposes a federated learning-based intrusion detection algorithm (NIDS-FGPA) that utilizes gradient similarity model aggregation. …”

Model-relevant variable data for external patients. by Lei Gao (6566)

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

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The relevant code in the manuscript can be found in the supporting information data file. by Xini Fang (20861990)

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Data Sheet 1_Construction of a prognostic model for endometrial cancer related to programmed cell death using WGCNA and machine learning algorithms.zip by Weicheng Pan (12629762)