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A Review of Uncertainty Representation and Quantification in Neural Networks.

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Title: A Review of Uncertainty Representation and Quantification in Neural Networks.
Authors: Wang K, Cuzzolin F, Shariatmadar K, Moens D, Hallez H
Source: IEEE transactions on pattern analysis and machine intelligence [IEEE Trans Pattern Anal Mach Intell] 2026 Mar; Vol. 48 (3), pp. 2476-2495.
Publication Type: Journal Article
Journal Info: Publisher: IEEE Computer Society Country of Publication: United States NLM ID: 9885960 Publication Model: Print Cited Medium: Internet ISSN: 1939-3539 (Electronic) Linking ISSN: 00985589 NLM ISO Abbreviation: IEEE Trans Pattern Anal Mach Intell Subsets: MEDLINE; PubMed not MEDLINE
Database: MEDLINE Ultimate
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DbLabel: MEDLINE Ultimate
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AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: <searchLink fieldCode="AU" term="%22Wang+K%22">Wang K</searchLink><br /><searchLink fieldCode="AU" term="%22Cuzzolin+F%22">Cuzzolin F</searchLink><br /><searchLink fieldCode="AU" term="%22Shariatmadar+K%22">Shariatmadar K</searchLink><br /><searchLink fieldCode="AU" term="%22Moens+D%22">Moens D</searchLink><br /><searchLink fieldCode="AU" term="%22Hallez+H%22">Hallez H</searchLink>
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22IEEE+Computer+Society%22">IEEE Computer Society </searchLink><i>Country of Publication: </i>United States <i>NLM ID: </i>9885960 <i>Publication Model: </i>Print <i>Cited Medium: </i>Internet <i>ISSN: </i>1939-3539 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2200985589%22">00985589 </searchLink><i>NLM ISO Abbreviation: </i>IEEE Trans Pattern Anal Mach Intell <i>Subsets: </i>MEDLINE; PubMed not MEDLINE
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RecordInfo BibRecord:
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    Identifiers:
      – Type: doi
        Value: 10.1109/TPAMI.2025.3626645
    Languages:
      – Code: eng
        Text: English
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      Pagination:
        StartPage: 2476
    Titles:
      – TitleFull: A Review of Uncertainty Representation and Quantification in Neural Networks.
        Type: main
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      – PersonEntity:
          Name:
            NameFull: Wang K
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            NameFull: Cuzzolin F
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            NameFull: Shariatmadar K
      – PersonEntity:
          Name:
            NameFull: Moens D
      – PersonEntity:
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            NameFull: Hallez H
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      – BibEntity:
          Dates:
            – D: 01
              M: 03
              Text: 2026 Mar
              Type: published
              Y: 2026
          Identifiers:
            – Type: issn-electronic
              Value: 1939-3539
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              Value: 48
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              Value: 3
          Titles:
            – TitleFull: IEEE transactions on pattern analysis and machine intelligence
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