IsTa is a program to find closed frequent item sets by intersecting transactions (Intersecting Transactions), which is based on the insight that an item set is closed if it is the intersection of all transactions that contain it. Such an approach can be highly competitive in special cases, namely if there are few transactions and (very) many items, which is a common situation in biological data sets, like gene expression data.
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JIM JIM is a program to find Jaccard item sets with an extension of the Eclat algorithm. In analogy to frequent item set mining, where one tries to find item sets the support of which exceeds a user-specified threshold (minimum support) in a database of transa
Carpenter Carpenter is a program to find closed frequent item sets with the carpenter algorithm (Pan et al. 2003), which enumerates transaction sets, in contrast to many other frequent item set mining algorithms, which enumerate item sets. Such an approach can be hi
Apriori Apriori is a program to find association rules and frequent item sets (also closed and maximal) with the Apriori algorithm (Agrawal et al. 1993), which carries out a breadth first search on the subset lattice and determines the support of item sets by subs
Sequoia Sequoia is a program to find frequent sequences with unique occurrences of items and weight averaging. That is, an item may occur only once in each transaction (and thus also in each found frequent subsequence). The subsequences may contain gaps, that is,
SODIM SODIM is a program to find fault-tolerant (or approximate or fuzzy) frequent item sets (also closed and maximal) with the SODIM algorithm.
FPgrowth FPgrowth is a program to find frequent item sets (also closed and maximal) with the fpgrowth algorithm (frequent pattern growth, Han et al 2000), which represents the transaction database as a prefix tree which is enhanced with pointers that organize the n
RElim RElim is a program to find frequent item sets (also closed and maximal) with the Relim algorithm (recursive elimination), which is inspired by the FP-growth algorithm. Basically all the work is done in one recursive function of fairly few lines of code. Fe
Eclat Eclat is a simple application specially designed to help you find frequent item sets (also closed and maximal) with the eclat algorithm, which carries out a depth first search on the subset lattice and determines the support of item sets by intersecting tr
SaM SaM is a program to find frequent item sets (also closed and maximal) with a split and merge algorithm (Split and Merge), which combines a depth-first traversal of the subset lattice with a horizontal transaction representation. The main strength of this a
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