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Traversing Itemset Lattices with Statistical Metric Pruning

Summary: Introduces tight upper-bound estimation for statistical measures (chi-square, correlation) over supersets of an itemset, enabling pruning despite non-antimonotonicity. Uses these bounds to traverse/prune the itemset lattice efficiently; experiments show substantial speedups. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
1213
Venue
PODS
Year
2000
Pagerank
7.0778482e-05
Overall Rank
3,454 | 75.98%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 3 of 3 citing papers.

Rank Citing Paper Year Venue Pagerank
1,747 Mining Significant Graph Patterns by Leap Search 2008 SIGMOD 0.00010691242
5,436 Output Space Sampling for Graph Patterns 2009 VLDB 5.5042223e-05
12,572 FARMER: Finding Interesting Rule Groups in Microarray Datasets 2004 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 15 of 15 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
13 Mining Association Rules between Sets of Items in Large Databases 1993 SIGMOD 0.0010864752
117 An Effective Hash-Based Algorithm for Mining Association Rules 1995 SIGMOD 0.00045896865
657 Dynamic Itemset Counting and Implication Rules for Market Basket Data 1997 SIGMOD 0.00018553891
744 Beyond Market Baskets: Generalizing Association Rules to Correlations 1997 SIGMOD 0.00017333019
840 Efficiently Mining Long Patterns from Databases 1998 SIGMOD 0.00016058396
1,623 Scalable Techniques for Mining Causal Structures 1998 VLDB 0.00011102927
1,626 Exploratory Mining and Pruning Optimizations of Constrained Association Rules 1998 SIGMOD 0.00011094469
2,072 Query Flocks: A Generalization of Association-Rule Mining 1998 SIGMOD 9.6150986e-05
3,770 Constructing Efficient Decision Trees by Using Optimized Numeric Association Rules 1996 VLDB 6.7779074e-05
4,218 Mining Optimized Association Rules for Numeric Attributes 1996 PODS 6.3511866e-05
4,398 Data Mining Using Two-Dimensional Optimized Association Rules: Scheme, Algorithms, and Visualization 1996 SIGMOD 6.2225159e-05
4,643 Algorithms for Mining Association Rules for Binary Segmentations of Huge Categorical Databases 1998 VLDB 6.0261932e-05
4,919 Optimization of Constrained Frequent Set Queries with 2-variable Constraints 1999 SIGMOD 5.8256934e-05
5,020 Efficient Construction of Regression Trees with Range and Region Splitting 1997 VLDB 5.7552641e-05
5,565 A New Framework For Itemset Generation 1998 PODS 5.4318211e-05
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Overall Rank Paper Year Venue Pagerank
657 Dynamic Itemset Counting and Implication Rules for Market Basket Data 1997 SIGMOD 0.00018553891
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36 Fast Algorithms for Mining Association Rules 1994 VLDB 0.00076161096
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