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Modeling Ceteris Paribus Preferences in Formal Concept Analysis

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Formal Concept Analysis (ICFCA 2013)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 7880))

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Abstract

We present a context-based semantics for parameterized ceteris paribus preferences over attributes subsets. Such preferences are only required to hold when the alternatives being compared agree on a specified subset of attributes. We show that ceteris paribus preferences valid in a preference context correspond to implications of a special formal context derived from the original preference context. We prove that the problem of checking the semantic consequence relation for parameterized ceteris paribus preferences is coNP-complete. We then discuss the relation between parameterized and classical, i.e., non-parameterized, ceteris paribus preferences, which are only required to hold “all other things being equal”. We show that a non-parameterized preference is a special case of a parameterized preference, while any parameterized preference can be represented by an exponentially large set of non-parameterized preferences.

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Obiedkov, S. (2013). Modeling Ceteris Paribus Preferences in Formal Concept Analysis. In: Cellier, P., Distel, F., Ganter, B. (eds) Formal Concept Analysis. ICFCA 2013. Lecture Notes in Computer Science(), vol 7880. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-38317-5_12

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  • DOI: https://doi.org/10.1007/978-3-642-38317-5_12

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-38316-8

  • Online ISBN: 978-3-642-38317-5

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