Mining generalized association rules
Citations
23,600 citations
4,944 citations
Cites background from "Mining generalized association rule..."
...The major ones include the followings: (1) incorporating taxonomy in items [72]: Use of taxonomy makes it possible to extract frequent itemsets that are expressed by higher concepts even when use of the base level concepts produces only infrequent itemsets....
[...]
3,765 citations
2,973 citations
Cites background from "Mining generalized association rule..."
...The interest measure introduced in [6] also carries over and can be used to prune such redundant patterns....
[...]
...The problem of nding association rules when there is a user-de ned taxonomy on items has been addressed in [6] [4]....
[...]
...The ideas presented in [6] for discovering association rules with taxonomies carry over to the current problem....
[...]
2,591 citations
References
15,645 citations
"Mining generalized association rule..." refers background or methods in this paper
...We can then run any of the algorithms for mining association rules [1] [2] [5] [6] [7] on the extended transactions to get generalized association rules....
[...]
...Earlier work on association rules [1] [2] [5] [6] [7] did not consider the presence of taxonomies and restricted the items in association rules to the leaf-level items in the taxonomy....
[...]
...Given the frequent itemsets, the algorithm in [1] [2] can be used to generate rules....
[...]
...In earlier papers [1] [2], itemsets with minimum support were called large itemsets....
[...]
...the taxonomy T , a possibility not entertained by the formalism introduced in [1]....
[...]
10,863 citations
6,594 citations
"Mining generalized association rule..." refers background in this paper
...Using Cherno bounds [4] [3], the probability that the fractional support in the sample is at least as extreme as a is bounded by...
[...]
2,649 citations