Here is a list of algorithms related to association rules mining; it is only a small portion of the available algorithms, but it has proved to be effective:
Approach |
Dataset |
Sequential pattern mining |
Sequential rule mining |
Frequent itemset mining |
Association rule mining |
---|---|---|---|---|---|
Apriori |
Transaction |
Yes | |||
AprioriTid |
Transaction |
Yes | |||
DHP (Direct Hashing and Pruning) |
Transaction |
Yes | |||
FDM (Fast Distributed Mining of association rules) |
Transaction |
Yes | |||
GSP (Generalized Sequential Patterns) |
Sequence |
Yes | |||
DIC |
Transaction |
Yes | |||
Pincer Search (the Pincer-search algorithm) |
Transaction |
Yes | |||
CARMA (Continuous Association Rule Mining Algorithm) |
Transaction |
Yes | |||
CHARM (Closed Association Rule Mining) |
Transaction |
Yes (closed) | |||
Depth-project |
Transaction |
Yes (maximal) | |||
Eclat |
Transaction |
Yes | |||
SPAD |
Sequence |
Yes | |||
SPAM |
Sequence |
Yes | |||
Diffset |
Transaction |
Yes | |||
FP-growth |
Transaction |
Yes |
FP-growth | ||
DSM-FI (Data Stream Mining for Frequent Itemsets) |
Transaction |
Yes | |||
PRICES |
Transaction |
Yes | |||
PrefixSpan |
Sequence |
Yes | |||
Sporadic Rules |
Transaction |
Yes | |||
IGB |
Transaction |
Yes | |||
GenMax |
Transaction |
Yes (maximal) | |||
FPMax (Frequent Maximal Item Set) |
Transaction |
Yes | |||
FHARM (Fuzzy Healthy Association Rule Mining) |
Transaction |
Yes | |||
H-Mine |
Transaction |
Yes | |||
FHSAR |
Transaction |
Yes | |||
Reverse Apriori |
Transaction |
Yes (maximal) | |||
DTFIM |
Transaction |
Yes | |||
GIT tree |
Transaction |
Yes | |||
Scaling Apriori |
Transaction |
Yes | |||
CMRules |
Sequence |
Yes | |||
Minimum effort |
Transaction |
Yes (maximal) | |||
TopSeqRules |
Sequence |
Yes | |||
FPG ARM |
Transaction |
Yes | |||
TNR |
Transaction |
Yes | |||
ClaSP |
Sequence |
Yes (closed) |
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