Python库 | pami-0.9.7.2.9.11.tar.gz

# PAMI stands for PAttern MIning This software is provided under GNU GENERAL PUBLIC LICENSE Version 3, 29 June 2007. For more information on license visit: https://www.gnu.org/licenses/quick-guide-gplv3.html PAMI constitutes of several pattern mining algorithms to discover interesting patterns in transactional/temporal/spatiotemporal databases. # Required python packages Please install the following python packages before installing/utilizing PAMI package: 1. psutil : To calculate memory requirements of an algorithm, and 2. pandas : The patterns generated by our algorithms can be read into a pandas data frame. As a part of future work, we intend to extend PAMI to accept pandas data frame as an input to a pattern mining algorithm. COMMAND: pip install psutil pandas # User manual The manual for working with PAMI is available at https://udayrage.github.io/PAMI/manual.html # Details Total available algorithms: 41 1. Frequent pattern mining: | Basic | Closed | Maximal | |-------|--------|---------| |Apriori|Closed|maxFP-growth| |FP-growth| | | |ECLAT| | | |ECLAT-bitSet| | | 2. Frequent pattern mining using other measures: |Basic| |-----| |RSFP| 3. Correlated pattern mining: |Basic| |-----| |CP-growth| |CP-growth++| 4. Frequent spatial pattern mining: |Basic| |-----| |spatialECLAT| |FSP-growth ?| 5. Correlated spatial pattern mining: |Basic| |-----| |SCP-growth| 5. Fuzzy correlated pattern mining: |Basic| |-----| |CFFI| 6. Fuzzy frequent spatial pattern mining: |Basic| |-----| |FFSI| 7. Fuzzy periodic frequent pattern mining: |Basic| |-----| |FPFP-Miner| 8. High utility frequent spatial pattern mining: |Basic| |-----| |HDSHUIM| 9. High utility pattern mining: |Basic| |-----| |EFIM| |UPGrowth| 10. Partial periodic frequent pattern: |Basic| |-----| |GPF-growth| |PPF-DFS| 12. Periodic frequent pattern mining: |Basic| Closed | Maximal | |-----|--------|---------| |PFP-growth|CPFP|maxPF-growth| |PFP-growth++| | | |PS-growth| | | |PFP-ECLAT| | | 13. Partial periodic pattern mining: |Basic|Maximal| |-----|-------| |3P-growth|max3P-growth| |3PECLAT| | 14. Uncertain correlated pattern mining: |Basic| |-----| |CFFI| 15. Uncertain frequent pattern mining: |Basic| |-----| |PUF| |TubeP| |TubeS| 16. Uncertain periodic frequent pattern mining: |Basic| |-----| |PTubeP| |PTubeS| |UPFP-growth| 17. Local periodic pattern mining: |Basic| |-----| |LPPMbredth| |LPPMdepth| |LPPGrowth|