Abstract
Recently, the notion of similarity between arguments, namely those built using propositional logic, has been investigated and several similarity measures have been defined. This paper shows that those measures may lead to inaccurate results when arguments are not concise, i.e., their supports contain information that is useless for inferring their conclusions. For circumventing this limitation, we start by refining arguments for making them concise. Then, we propose two families of similarity measures that extend existing ones and that deal with concise arguments.
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Notes
- 1.
The letter \(\mathtt {A}\) in \(\mathtt {A}\)-\(\mathtt {CR}\) stands for “average”.
- 2.
In this section, we slightly relax the notation by simply assuming that \(p\in \overline{\mathcal L}\). We will make similar assumptions throughout this section.
- 3.
\(\mathtt {U}\) in \(\mathtt {U}\)-\(\mathtt {CR}\) stands for “union”.
References
Amgoud, L., Prade, H.: Using arguments for making and explaining decisions. Artif. Intell. 173, 413–436 (2009)
Zhong, Q., Fan, X., Luo, X., Toni, F.: An explainable multi-attribute decision model based on argumentation. Expert Syst. Appl. 117, 42–61 (2019)
García, A., Simari, G.: Defeasible logic programming: an argumentative approach. Theor. Pract. Logic Prog. 4(1–2), 95–138 (2004)
Prakken, H., Sartor, G.: Argument-based extended logic programming with defeasible priorities. J. Appl. Non-Class. Logics 7(1), 25–75 (1997)
Besnard, P., Hunter, A.: A logic-based theory of deductive arguments. Artif. Intell. 128(1–2), 203–235 (2001)
Vesic, S.: Identifying the class of maxi-consistent operators in argumentation. J. Artif. Intell. Res. 47, 71–93 (2013)
Amgoud, L., Ben-Naim, J.: Axiomatic foundations of acceptability semantics. In: Proceedings of the Fifteenth International Conference on Principles of Knowledge Representation and Reasoning KR, pp. 2–11 (2016)
Amgoud, L., David, V.: Measuring similarity between logical arguments. In: Proceedings of the Sixteenth International Conference on Principles of Knowledge Representation and Reasoning KR, pp. 98–107 (2018)
Amgoud, L., Bonzon, E., Delobelle, J., Doder, D., Konieczny, S., Maudet, N.: Gradual semantics accounting for similarity between arguments. In: Proceedings of the Sixteenth International Conference on Principles of Knowledge Representation and Reasoning KR, pp. 88–97 (2018)
Lang, J., Liberatore, P., Marquis, P.: Propositional independence-formula-variable independence and forgetting. J. Artif. Intell. Res. 18, 391–443 (2003)
Amgoud, L., Besnard, P., Vesic, S.: Equivalence in logic-based argumentation. J. Appl. Non-Class. Logics 24(3), 181–208 (2014)
Jaccard, P.: Nouvelles recherches sur la distributions florale. Bulletin de la Société Vaudoise des Sciences Naturelles 37, 223–270 (1901)
Dice, L.R.: Measures of the amount of ecologic association between species. Ecology 26(3), 297–302 (1945)
Sørensen, T.: A method of establishing groups of equal amplitude in plant sociology based on similarity of species and its application to analyses of the vegetation on Danish commons. Biol. Skr. 5, 1–34 (1948)
Anderberg, M.R.: Cluster Analysis for Applications. Probability and Mathematical Statistics: A Series of Monographs and Textbooks. Academic Press Inc., New York (1973)
Sneath, P.H., Sokal, R.R., et al.: Numerical taxonomy. In: The Principles and Practice of Numerical Classification (1973)
Ochiai, A.: Zoogeographical studies on the soleoid fishes found in Japan and its neighbouring regions. Bull. Jpn. Soc. Sci. Fischeries 22, 526–530 (1957)
Kulczynski, S.: Die pflanzenassoziationen der pieninen. Bulletin International de l’Académie Polonaise des Sciences et des Lettres, Classe des Sciences Mathématiques et Naturelles, Série B, pp. 57–203 (1927)
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Support from the ANR-3IA Artificial and Natural Intelligence Toulouse Institute is gratefully acknowledged.
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Amgoud, L., David, V., Doder, D. (2019). Similarity Measures Between Arguments Revisited. In: Kern-Isberner, G., Ognjanović, Z. (eds) Symbolic and Quantitative Approaches to Reasoning with Uncertainty. ECSQARU 2019. Lecture Notes in Computer Science(), vol 11726. Springer, Cham. https://doi.org/10.1007/978-3-030-29765-7_1
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