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Contribution functions for quantitative bipolar argumentation graphs : a principle-based analysis

Kampik, Timotheus, 1989- (author)
Umeå universitet,Institutionen för datavetenskap,SAP Signavio, Germany
Potyka, Nico (author)
Cardiff University, United Kingdom
Yin, Xiang (author)
Imperial College, London, United Kingdom
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Čyras, Kristijonas (author)
Ericsson, United States
Toni, Francesca (author)
Imperial College, London, United Kingdom
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 (creator_code:org_t)
Elsevier, 2024
2024
English.
In: International Journal of Approximate Reasoning. - : Elsevier. - 0888-613X .- 1873-4731. ; 173
  • Journal article (peer-reviewed)
Abstract Subject headings
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  • We present a principle-based analysis of contribution functions for quantitative bipolar argumentation graphs that quantify the contribution of one argument to another. The introduced principles formalise the intuitions underlying different contribution functions as well as expectations one would have regarding the behaviour of contribution functions in general. As none of the covered contribution functions satisfies all principles, our analysis can serve as a tool that enables the selection of the most suitable function based on the requirements of a given use case.

Subject headings

NATURVETENSKAP  -- Matematik -- Matematisk analys (hsv//swe)
NATURAL SCIENCES  -- Mathematics -- Mathematical Analysis (hsv//eng)

Keyword

Automated reasoning
Explainable AI
Quantitative argumentation

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ref (subject category)
art (subject category)

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Potyka, Nico
Yin, Xiang
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Toni, Francesca
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NATURAL SCIENCES
NATURAL SCIENCES
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Umeå University

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