174 search results - page 6 / 35 » Probabilistic frequent itemset mining in uncertain databases |
PODS
2003
ACM
14 years 7 months ago
2003
ACM
Computing frequent itemsets and maximally frequent itemsets in a database are classic problems in data mining. The resource requirements of all extant algorithms for both problems...
ICDE
2012
IEEE
11 years 10 months ago
2012
IEEE
CIKM
2005
Springer
14 years 1 months ago
2005
Springer
We explore in this paper a practicably interesting mining task to retrieve frequent itemsets with memory constraint. As opposed to most previous works that concentrate on improvin...
KDD
2004
ACM
14 years 8 months ago
2004
ACM
The paper presents a method for pruning frequent itemsets based on background knowledge represented by a Bayesian network. The interestingness of an itemset is defined as the abso...
ISMIS
2011
Springer
12 years 10 months ago
2011
Springer
Abstract. Frequent itemset mining can be regarded as advanced database querying where a user specifies the dataset to be mined and constraints to be satisfied by the discovered i...