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Size of random Galois lattices and number of closed frequent itemsets
Authors:Richard Emilion,Gé  rard Lé  vy
Affiliation:a MAPMO, Université d’Orléans, 45100 Orléans, France
b Université Paris Dauphine, 75016 Paris, France
Abstract:Given a sample of binary random vectors with i.i.d. Bernoulli(p) components, that is equal to 1 (resp. 0) with probability p (resp. 1−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 α-frequent itemsets are in bijection with closed α-winning coalitions, we establish similar formulas for the mean and the variance of the number of closed α-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.
Keywords:Association rule   Bernoulli distribution   Classification   Complexity   Data mining   Frequent itemset   Galois lattice   Winning coalition
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