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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence

Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation

February 1, 2023

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Authors

Anthony Hunter

University College London


Kawsar Noor

University College London


DOI:

10.1609/aaai.v34i03.5674


Abstract:

In the constellations approach to probabilistic argumentation, there is a probability distribution over the subgraphs of an argument graph, and this can be used to represent the uncertainty in the structure of the argument graph. In this paper, we consider how we can construct this probability distribution from data. We provide a language for data based on perspectives (opinions) on the structure of the graph, and we introduce a framework (based on general properties and some specific proposals) for aggregating these perspectives, and as a result obtaining a probability distribution that best reflects these perspectives. This can be used in applications such as summarizing collections of online reviews and combining conflicting reports.

Topics: AAAI

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HOW TO CITE:

Anthony Hunter||Kawsar Noor Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation Proceedings of the AAAI Conference on Artificial Intelligence (2020) 2846-2853.

Anthony Hunter||Kawsar Noor Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation AAAI 2020, 2846-2853.

Anthony Hunter||Kawsar Noor (2020). Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation. Proceedings of the AAAI Conference on Artificial Intelligence, 2846-2853.

Anthony Hunter||Kawsar Noor. Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.2846-2853.

Anthony Hunter||Kawsar Noor. 2020. Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation. "Proceedings of the AAAI Conference on Artificial Intelligence". 2846-2853.

Anthony Hunter||Kawsar Noor. (2020) "Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation", Proceedings of the AAAI Conference on Artificial Intelligence, p.2846-2853

Anthony Hunter||Kawsar Noor, "Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation", AAAI, p.2846-2853, 2020.

Anthony Hunter||Kawsar Noor. "Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.2846-2853.

Anthony Hunter||Kawsar Noor. "Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 2846-2853.

Anthony Hunter||Kawsar Noor. Aggregation of Perspectives Using the Constellations Approach to Probabilistic Argumentation. AAAI[Internet]. 2020[cited 2023]; 2846-2853.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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101, Palo Alto, California 94303 All Rights Reserved

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