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Federated Learning Method Based on Data Distribution Heterogeneity Grading and Marginal Contribution Calculation.

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Title: Federated Learning Method Based on Data Distribution Heterogeneity Grading and Marginal Contribution Calculation.
Authors: Liu, Jianhua1, jhliu@hut.edu.cn, Zhang, Weiqing1, Zeng, Yanglin1, Tong, Yao1
Source: Applied Sciences (2076-3417); Mar2026, Vol. 16 Issue 5, p2413, 15p
Database: Applied Science & Technology Source
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Header DbId: aci
DbLabel: Applied Science & Technology Source
An: 192636191
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PubType: Academic Journal
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  Data: Federated Learning Method Based on Data Distribution Heterogeneity Grading and Marginal Contribution Calculation.
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  Data: <searchLink fieldCode="AU" term="%22Liu%2C+Jianhua%22">Liu, Jianhua</searchLink><relatesTo>1</relatesTo>, <i>jhliu@hut.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Weiqing%22">Zhang, Weiqing</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Zeng%2C+Yanglin%22">Zeng, Yanglin</searchLink><relatesTo>1</relatesTo><br /><searchLink fieldCode="AU" term="%22Tong%2C+Yao%22">Tong, Yao</searchLink><relatesTo>1</relatesTo>
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  Data: <searchLink fieldCode="JN" term="%22Applied+Sciences+%282076-3417%29%22">Applied Sciences (2076-3417)</searchLink>; Mar2026, Vol. 16 Issue 5, p2413, 15p
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      – Type: doi
        Value: 10.3390/app16052413
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      – Code: eng
        Text: English
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        PageCount: 15
        StartPage: 2413
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      – TitleFull: Federated Learning Method Based on Data Distribution Heterogeneity Grading and Marginal Contribution Calculation.
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            NameFull: Liu, Jianhua
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            NameFull: Zhang, Weiqing
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            NameFull: Zeng, Yanglin
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              Text: Mar2026
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              Y: 2026
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              Value: 16
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