Metadata-Version: 2.1
Name: pami
Version: 0.9.7.2.10
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
Description: # 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|
             
        
        
        
Platform: UNKNOWN
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
