Article ID Journal Published Year Pages File Type
420415 Discrete Applied Mathematics 2009 13 Pages PDF
Abstract

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.

Related Topics
Physical Sciences and Engineering Computer Science Computational Theory and Mathematics
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