کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
420415 683934 2009 13 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Size of random Galois lattices and number of closed frequent itemsets
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر نظریه محاسباتی و ریاضیات
پیش نمایش صفحه اول مقاله
Size of random Galois lattices and number of closed frequent itemsets
چکیده انگلیسی

Given a sample of binary random vectors with i.i.d. Bernoulli(pp) components, that is equal to 1 (resp. 0) with probability pp (resp. 1−p1−p), we first establish a formula for the mean of the size of the random Galois lattice built from this sample, and a more complex one for its variance. Then, noticing that closed αα-frequent itemsets are in bijection with closed αα-winning coalitions, we establish similar formulas for the mean and the variance of the number of closed αα-frequent itemsets. This can be interesting for the study of the complexity of some data mining problems such as association rule mining, sequential pattern mining and classification.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Discrete Applied Mathematics - Volume 157, Issue 13, 6 July 2009, Pages 2945–2957
نویسندگان
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