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Succinct Constraints

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Encyclopedia of Database Systems

Definition

Let Item be the set of domain items. Then, an itemset SS j  ⊆ Item is a succinct set if SS j can be expressed as a result of selection operation σ p (Item), where σ is the usual selection operator and p is a selection predicate. A powerset of items SP  ⊆  2Item is a succinct powerset if there is a fixed number of succinct sets SS 1,...,SS k  ⊆ Item such that SP can be expressed in terms of the powersets of SS 1,...,SS k using set union and/or set difference operators. A constraint C is succinct provided that the set of itemsets satisfying C is a succinct powerset.

Key Points

Succinct constraints [1,2] possess the following nice properties. For any succinct constraint C, there exists a precise “formula” – called a member generating function (MGF) – to enumerate all and only those itemsets that are guaranteed to satisfy C. Hence, if C is succinct, then C is pre-counting prunable. This means that one can directly generate precisely the itemsets that satisfy C– without looking...

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Recommeded Reading

  1. Lakshmanan L.V.S., Leung C.K.-S., and Ng R.T. Efficient dynamic mining of constrained frequent sets. ACM Trans. Database Syst., 28(4):337–389, 2003.

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  2. Ng R.T., Lakshmanan L.V.S., Han J., and Pang A. Exploratory mining and pruning optimizations of constrained associations rules. In Proc. ACM SIGMOD Int. Conf. on Management of Data, 1998, pp. 13–24.

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Leung, CS. (2009). Succinct Constraints. In: LIU, L., ÖZSU, M.T. (eds) Encyclopedia of Database Systems. Springer, Boston, MA. https://doi.org/10.1007/978-0-387-39940-9_5049

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