Definition
A constraint C is anti-monotone if and only if for all itemsets S and S′:
Key Points
Anti-monotone constraints [1,2] possess the following nice property. If an itemset S satisfies an anti-monotone constraint C, then all of its subsets also satisfy C (i.e., C is downward closed). Equivalently, any superset of an itemset violating an anti-monotone constraint C also violates C. By exploiting this property, anti-monotone constraints can be used for pruning in frequent itemset mining with constraints. As frequent itemset mining with constraints aims to find itemsets that are frequent and satisfy the constraints, if an itemset violates an anti-monotone constraint C, all its supersets (which would also violate C) can be pruned away and their frequencies do not need to be counted. Examples of anti-monotone constraints include min(S. Price) ≥ $20 (which expresses that the...
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Recommended Reading
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.
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.
Author information
Authors and Affiliations
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2009 Springer Science+Business Media, LLC
About this entry
Cite this entry
Leung, CS. (2009). Anti-monotone 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_5046
Download citation
DOI: https://doi.org/10.1007/978-0-387-39940-9_5046
Publisher Name: Springer, Boston, MA
Print ISBN: 978-0-387-35544-3
Online ISBN: 978-0-387-39940-9
eBook Packages: Computer ScienceReference Module Computer Science and Engineering