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Empirical Review of Traditional and Recent Balancing Techniques for Image-Based Physical Violence Classification Across Diverse Imbalance Scenarios and Multiple Datasets.

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Title: Empirical Review of Traditional and Recent Balancing Techniques for Image-Based Physical Violence Classification Across Diverse Imbalance Scenarios and Multiple Datasets.
Authors: Cervantes Ambriz, Daniel1 (AUTHOR), Villanueva Vásquez, Daniel1,2 (AUTHOR), del Razo López, Federico1,3 (AUTHOR), Granda Gutiérrez, Everardo Efrén1,2 (AUTHOR), García Jiménez, Vicente2,3 (AUTHOR), Alejo Eleuterio, Roberto1,3 (AUTHOR) ralejoe@toluca.tecnm.mx
Source: Mathematics (2227-7390). Jul2026, Vol. 14 Issue 13, p2385. 40p.
Database: Mathematics Source
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Header DbId: msf
DbLabel: Mathematics Source
An: 195443959
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PubType: Academic Journal
PubTypeId: academicJournal
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  Data: Empirical Review of Traditional and Recent Balancing Techniques for Image-Based Physical Violence Classification Across Diverse Imbalance Scenarios and Multiple Datasets.
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  Data: <searchLink fieldCode="JN" term="%22Mathematics+%282227-7390%29%22">Mathematics (2227-7390)</searchLink>. Jul2026, Vol. 14 Issue 13, p2385. 40p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=msf&AN=195443959
RecordInfo BibRecord:
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      – Type: doi
        Value: 10.3390/math14132385
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      – Code: eng
        Text: English
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        PageCount: 40
        StartPage: 2385
    Titles:
      – TitleFull: Empirical Review of Traditional and Recent Balancing Techniques for Image-Based Physical Violence Classification Across Diverse Imbalance Scenarios and Multiple Datasets.
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            NameFull: Cervantes Ambriz, Daniel
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            NameFull: Villanueva Vásquez, Daniel
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            NameFull: del Razo López, Federico
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            NameFull: Granda Gutiérrez, Everardo Efrén
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            NameFull: García Jiménez, Vicente
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            NameFull: Alejo Eleuterio, Roberto
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            – D: 01
              M: 07
              Text: Jul2026
              Type: published
              Y: 2026
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