کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
392434 664770 2016 18 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Selected group-theoretic aspects of confirmation measure symmetries
ترجمه فارسی عنوان
جنبه های نظری گروهی از تأیید اندازه گیری تقارن ها
کلمات کلیدی
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی

The paper considers symmetry properties of rule interestingness measures (in particular: measures of confirmation). Many authors have studied various symmetries, however the discussion on which sets of symmetries should be taken into account, let alone why the particular symmetries are desirable or not, has still not produced a generally recognized consensus. Furthermore, the results published so far neglect the fact that symmetries can be the subject of group theory-based considerations. This paper aims at solving those problems by introducing group-theoretic interpretations of symmetries, indicating that all symmetries can be treated as permutations, and compositions of symmetries as compositions of permutations. Such an interpretation allows us to apply the well-known group-theoretic results to symmetries. In particular, using this approach, we reveal the phenomenon of incompleteness occurring in sets of symmetries considered by different authors, and propose an effective way of controlling it. Moreover, we demonstrate that assessing the symmetries as either desirable or undesirable, as introduced by these authors, brings in inconsistencies, which become evident under the permutation-based interpretation. Finally, we present group-theoretic guidelines to the design of such symmetry sets that are free of the incompleteness and inconsistency phenomena but remain meaningful in the context of rule evaluation.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Information Sciences - Volumes 346–347, 10 June 2016, Pages 424–441
نویسندگان
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