کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
4945281 1438416 2017 15 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Representing independence models with elementary triplets
ترجمه فارسی عنوان
ارائه مدل استقلال با سه گانه ابتدایی
کلمات کلیدی
مدل های استقلال، سه گانه اولیه، علیت،
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر هوش مصنوعی
چکیده انگلیسی
In an independence model, the triplets that represent conditional independences between singletons are called elementary. It is known that the elementary triplets represent the independence model unambiguously under some conditions. In this paper, we show how this representation helps performing some operations with independence models, such as finding the dominant triplets or a minimal independence map of an independence model, or computing the union or intersection of a pair of independence models, or performing causal reasoning. For the latter, we rephrase in terms of conditional independences some of Pearl's results for computing causal effects.
ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: International Journal of Approximate Reasoning - Volume 88, September 2017, Pages 587-601
نویسندگان
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