<div class="csl-bib-body">
<div class="csl-entry">Morello, Y., & Ciabattoni, A. (2025). A Bayesian View of the Result Model. In L. Hagedorn, U. Schmid, S. Winter, & S. Woltran (Eds.), <i>Digital Humanism : First Interdisciplinary Science and Research Conference, DIGHUM 2025, Vienna, Austria, November 20–21, 2025, Proceedings</i> (pp. 51–66). Springer. https://doi.org/10.1007/978-3-032-11108-1_4</div>
</div>
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dc.identifier.uri
http://hdl.handle.net/20.500.12708/223144
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dc.description.abstract
Real-world datasets often contain inconsistencies that challenge traditional case-based reasoning models. Building upon the result model, a well-established formal representation of case base reasoning in law, we propose a Bayesian reinterpretation that effectively addresses such inconsistencies. Our Bayesian enhancement quantifies the reliability of precedents and encapsulates principled, explainable predictions even in the presence of conflict, representing a meaningful step forward in using these models to design AI agents.
en
dc.language.iso
en
-
dc.relation.ispartofseries
Lecture Notes in Computer Science
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dc.subject
Bayesian inference
en
dc.subject
Case-based reasoning
en
dc.subject
Explainability
en
dc.subject
Inconsistency
en
dc.subject
Legal AI
en
dc.subject
Normative AI Agents
en
dc.title
A Bayesian View of the Result Model
en
dc.type
Inproceedings
en
dc.type
Konferenzbeitrag
de
dc.contributor.editoraffiliation
University of Bamberg, Germany
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dc.contributor.editoraffiliation
University of Maryland, College Park, United States of America (the)
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dc.relation.isbn
978-3-032-11108-1
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dc.relation.doi
10.1007/978-3-032-11108-1
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dc.relation.issn
0302-9743
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dc.description.startpage
51
-
dc.description.endpage
66
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dc.type.category
Full-Paper Contribution
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dc.relation.eissn
1611-3349
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tuw.booktitle
Digital Humanism : First Interdisciplinary Science and Research Conference, DIGHUM 2025, Vienna, Austria, November 20–21, 2025, Proceedings
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tuw.container.volume
16319
-
tuw.peerreviewed
true
-
tuw.relation.publisher
Springer
-
tuw.relation.publisherplace
Cham
-
tuw.researchTopic.id
I1
-
tuw.researchTopic.name
Logic and Computation
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tuw.researchTopic.value
100
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tuw.publication.orgunit
E192-05 - Forschungsbereich Theory and Logic
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tuw.publication.orgunit
E056-13 - Fachbereich LogiCS
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tuw.publication.orgunit
E056-23 - Fachbereich Innovative Combinations and Applications of AI and ML (iCAIML)
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tuw.publisher.doi
10.1007/978-3-032-11108-1_4
-
dc.description.numberOfPages
16
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tuw.editor.orcid
0000-0002-6936-4668
-
tuw.editor.orcid
0000-0002-1301-0326
-
tuw.editor.orcid
0000-0002-4524-0927
-
tuw.editor.orcid
0000-0003-1594-8972
-
tuw.event.name
First Interdisciplinary Science and Research Conference (DIGHUM 2025)
