PAMI stands for PAttern MIning. It constitutes several pattern mining algorithms to discover interesting patterns in transactional/temporal/spatiotemporal databases. This software is provided under GNU GENERAL PUBLIC LICENSE Version 3, 29 June 2007.
- The user manual for PAMI library is available at https://udayrage.github.io/PAMI/index.html
- Datasets to implement PAMI algorithms are available at https://www.u-aizu.ac.jp/~udayrage/software.html
- Please report issues in the software at https://github.com/udayRage/PAMI/issues
Contact us by Discord https://discord.gg/9WgKkrSJ
pip install pami
pip install --upgrade pami
Total available algorithms: 70
Click on "Basic" link to viewe the basic tutorial on using the algorithm. Similarly, click on "Adv" link to view the advanced tutorial on using a particular algorithm.
-
Frequent pattern mining:
Basic Closed Maximal Top-k CUDA pyspark Apriori Basic-Adv Closed Basic-Adv maxFP-growth Basic topK cudaAprioriGCT parallelApriori FP-growth Basic-Adv cudaAprioriTID parallelFPGrowth ECLAT Basic-Adv cudaEclatGCT parallelECLAT ECLAT-bitSet Basic-Adv ECLAT-diffset -
Frequent pattern mining using other measures:
Basic RSFP -
Correlated pattern mining:
Basic CP-growth Basic -Adv CP-growth++ Basic -
Frequent spatial pattern mining:
Basic spatialECLAT Basic-Adv FSP-growth Basic-Adv -
Correlated spatial pattern mining:
Basic CSP-growth Basic-Adv -
Fuzzy correlated pattern mining:
Basic FCP-growth Basic-Adv -
Fuzzy Frequent pattern mining:
Basic FFI-Miner Basic-Adv -
Fuzzy frequent spatial pattern mining:
Basic FFSP-Miner Basic-Adv -
Fuzzy periodic frequent pattern mining:
Basic FPFP-Miner Basic-Adv -
High utility frequent pattern mining:
Basic HUFIM -
High utility frequent spatial pattern mining:
Basic SHUFIM -
High utility pattern mining:
Basic EFIM HMiner UPGrowth -
High utility spatial pattern mining:
Basic topk HDSHIM TKSHUIM SHUIM -
Local periodic pattern mining:
Basic LPPGrowth LPPMBreadth LPPMDepth -
Partial periodic frequent pattern:
Basic GPF-growth Basic-Adv PPF-DFS Basic-Adv -
Periodic frequent pattern mining:
Basic Closed Maximal PFP-growth Basic-Adv CPFP Basic-Adv maxPF-growth Basic PFP-growth++ Basic-Adv PS-growth Basic-Adv PFP-ECLAT Basic-Adv -
Partial periodic pattern mining:
Basic Closed Maximal topk 3P-growth Basic-Adv 3P-close Basic-Adv max3P-growth Basic Topk_3Pgrowth 3PECLAT Basic-Adv -
Periodic correlated pattern mining:
Basic EPCP-growth Basic-Adv -
Uncertain correlated pattern mining:
Basic CFFI -
Uncertain frequent pattern mining:
Basic top-k PUF TUFP TubeP TubeS UVEclat -
Uncertain periodic frequent pattern mining:
Basic PTubeP PTubeS UPFP-growth -
Recurring pattern mining:
Basic RPgrowth -
Relative High utility pattern mining:
Basic RHUIM -
Stable periodic pattern mining:
Basic SPP-growth SP-ECLAT -
Uncertain correlated pattern mining:
Basic CFFI