Metadata-Version: 2.1
Name: pami
Version: 2022.6.20.22
Summary: This software is being developed at the University of Aizu, Aizu-Wakamatsu, Fukushima, Japan
Home-page: https://github.com/udayRage/PAMI
Author: Rage Uday Kiran
Author-email: uday.rage@gmail.com
License: GPLv3
Classifier: Development Status :: 5 - Production/Stable
Classifier: Programming Language :: Python :: 3
Classifier: License :: OSI Approved :: GNU General Public License v3 (GPLv3)
Classifier: Operating System :: OS Independent
Requires-Python: >=3.5
Description-Content-Type: text/markdown
License-File: LICENSE

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# Introduction
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](https://www.gnu.org/licenses/quick-guide-gplv3.html).

1. The user manual for PAMI library is available at https://udayrage.github.io/PAMI/index.html
2. Datasets to implement PAMI algorithms are available at https://www.u-aizu.ac.jp/~udayrage/software.html
3. Please report issues in the software at https://github.com/udayRage/PAMI/issues
  
  
  __Contact us by Discord__ https://discord.gg/9WgKkrSJ
  
# Installation

       pip install pami
       
# Upgrade
      
       pip install --upgrade pami
       
# Details 
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.

1. Frequent pattern mining: 
     
   | Basic | Closed | Maximal | Top-k | CUDA | pyspark |
   |-------|--------|---------|-------|------|--------|
   |Apriori [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/Apriori-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/Apriori-ad.pdf) |Closed [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/closed/CHARM-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/closed/CHARM-ad.pdf)|maxFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/maximal/MaxFPGrowth-st.pdf)|topK|cudaAprioriGCT|parallelApriori|
   |FP-growth  [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/FPGrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/FPGrowth-ad.pdf)|    |   | |cudaAprioriTID|parallelFPGrowth|
   |ECLAT  [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLAT-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLAT-ad.pdf)| | | |cudaEclatGCT|parallelECLAT|
   |ECLAT-bitSet [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATbitset-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentPattern/basic/ECLATbitset-ad.pdf)| | | | | |
   |ECLAT-diffset|  | | | |

2. Frequent pattern mining using other measures:
    
    |Basic|
    |-----|
    |RSFP|
        
3. Correlated pattern mining: 

    |Basic|
    |-----|
    |CP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowth-st.pdf) -[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowth-ad.pdf) |
    |CP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowthPuls-st.pdf)||ad](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedPattern/CPGrowthPlus-ad.pdf)|
    
4. Frequent spatial pattern mining: 

    |Basic|
    |-----|
    |spatialECLAT  [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/SpatialECLAT-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/SpatialECLAT-ad.pdf)|
    |FSP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/FSPGrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/frequentSpatialPattern/FSPGrowth-ad.pdf)|
    
5. Correlated spatial pattern mining: 

    |Basic|
    |-----|
    |CSP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedSpatialPattern/CSPGrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/correlatedSpatialPattern/CSPGrowth-ad.pdf)|
    
6. Fuzzy correlated pattern mining:

    |Basic|
    |-----|
    |FCP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyCorrelatedPattern/FCPGrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyCorrelatedPattern/FCPGrowth-ad.pdf)|

7. Fuzzy Frequent pattern mining:

    |Basic|
    |-----|
    |FFI-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/FFIMiner-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentPatterns/FFIMiner-ad.pdf)|
    
8. Fuzzy frequent spatial pattern mining:

    |Basic|
    |-----|
    |FFSP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentSpatialPattern/FFSPMiner-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyFrequentSpatialPattern/FFSPMiner-ad.pdf)|
    
9. Fuzzy periodic frequent pattern mining:

    |Basic|
    |-----|
    |FPFP-Miner [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPattern/FPFPMiner-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/fuzzyPeriodicFrequentPattern/FPFPMiner-ad.pdf)|

10. High utility frequent pattern mining:

    |Basic|
    |-----|
    |HUFIM|
    
11. High utility frequent spatial pattern mining:

    |Basic|
    |-----|
    |SHUFIM|
 
12. High utility pattern mining:

     |Basic|
     |-----|
     |EFIM|
     |HMiner|
     |UPGrowth|
     
13. High utility spatial pattern mining:

     |Basic|topk|
     |-----|----|
     |HDSHIM|TKSHUIM|
     |SHUIM|
     
14. Local periodic pattern mining:

     |Basic|
     |-----|
     |LPPGrowth|
     |LPPMBreadth|
     |LPPMDepth|
    
15. Partial periodic frequent pattern:

    |Basic|
    |-----|
    |GPF-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/GPFgrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/PPF_DFS-ad.pdf)|
    |PPF-DFS [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/GPFgrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicFrequentPattern/PPF_DFS-ad.pdf)|
    
16. Periodic frequent pattern mining: 

    |Basic| Closed | Maximal |
    |-----|--------|---------|
    |PFP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/basic/PFPGrouth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/basic/PFPGrouthPlus-ad.pdf)|CPFP [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/closed/CPFPMiner-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/closed/CPFPMiner-ad.pdf)|maxPF-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/maximal/MaxPSGrowth-st.pdf)|
    |PFP-growth++ [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/basic/PFPGrouthPlus-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/basic/PFPGrouthPlus-ad.pdf)| | |
    |PS-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/basic/PSGrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/basic/PSGrowth-ad.pdf)| | |
    |PFP-ECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/basic/PFECLAT-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicFrequentPattern/basic/PFECLAT-ad.pdf)| | |
    
17. Partial periodic pattern mining:

    |Basic|Closed|Maximal|topk|
    |-----|-------|------|----|
    |3P-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/basic/ThreePGrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/basic/ThreePGrowth-ad.pdf)|3P-close [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/closed/PPPClose-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/closed/PPPClose-ad.pdf)|max3P-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/maximal/Max3PGrowth-st.pdf)|Topk_3Pgrowth|
    |3PECLAT [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/basic/PPP_ECLAT-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/partialPeriodicPattern/basic/PPP_ECLAT-ad.pdf)| | | | |
    

18. Periodic correlated pattern mining: 
    
    |Basic|
    |-----|
    |EPCP-growth [Basic](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicCorrelatedPattern/EPCPGrowth-st.pdf)-[Adv](https://github.com/udayRage/PAMI/blob/main/sampleManuals/periodicCorrelatedPattern/EPCPGrowth-ad.pdf)|
    

19. Uncertain correlated pattern mining: 
    
    |Basic|
    |-----|
    |CFFI|
    
20. Uncertain frequent pattern mining:
    
    |Basic| top-k |
    |-----|-----|
    |PUF|TUFP|
    |TubeP| |
    |TubeS| | 
    |UVEclat| |
    
21. Uncertain periodic frequent pattern mining:
     
     |Basic|
     |-----|
     |PTubeP|
     |PTubeS|
     |UPFP-growth|
     
22. Recurring pattern mining:

     |Basic|
     |-----|
     |RPgrowth|
     
23. Relative High utility pattern mining: 
    
    |Basic|
    |-----|
    |RHUIM|
 
24. Stable periodic pattern mining: 
    
    |Basic|
    |-----|
    |SPP-growth|
    
25. Uncertain correlated pattern mining: 
    
    |Basic|
    |-----|
    |CFFI|
 
     
 
     
     
