pami 2022.9.12.8

This software is being developed at the University of Aizu, Aizu-Wakamatsu, Fukushima, Japan

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.

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: Sample

   Basic	Closed	Maximal	Top-k	CUDA	pyspark
   Apriori Basic-Adv	Closed Basic-Adv	maxFP-growth Basic	topK Basic-Adv	cudaAprioriGCT	parallelApriori Basic-Adv
   FP-growth Basic-Adv				cudaAprioriTID	parallelFPGrowth Basic-Adv
   ECLAT Basic-Adv				cudaEclatGCT	parallelECLAT Basic-Adv
   ECLAT-bitSet Basic-Adv
   ECLAT-diffset

2. Frequent pattern mining using other measures: Sample

   Basic
   RSFP

3. Frequent pattern with multiple minimum support: Sample

   Basic
   CFPGrowth
   CFPGrowth++

4. Correlated pattern mining: Sample

   Basic
   CP-growth Basic -Adv
   CP-growth++ Basic

5. Frequent spatial pattern mining: Sample

   Basic
   spatialECLAT Basic-Adv
   FSP-growth Basic-Adv

6. Fuzzy correlated pattern mining: Sample

   Basic
   FCP-growth Basic-Adv

7. Fuzzy Frequent pattern mining: Sample

   Basic
   FFI-Miner Basic-Adv

8. Fuzzy frequent spatial pattern mining: Sample

   Basic
   FFSP-Miner Basic-Adv

9. Fuzzy periodic frequent pattern mining: Sample

   Basic
   FPFP-Miner Basic-Adv

10. Geo referenced Fuzzy periodic frequent pattern mining: Sample

    Basic
    FPFP-Miner Basic-Adv

11. High utility frequent pattern mining: Sample

    Basic
    HUFIM

12. High utility frequent spatial pattern mining: Sample

    Basic
    SHUFIM

13. High utility pattern mining: Sample

    Basic
    EFIM
    HMiner
    UPGrowth

14. High utility spatial pattern mining: Sample

    Basic	topk
    HDSHIM	TKSHUIM
    SHUIM

15. Local periodic pattern mining: Sample

    Basic
    LPPGrowth
    LPPMBreadth
    LPPMDepth

16. Partial periodic frequent pattern: Sample

    Basic
    GPF-growth Basic-Adv
    PPF-DFS Basic-Adv

17. Periodic frequent pattern mining: Sample

    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

18. Geo referenced Periodic frequent pattern mining:Sample

    Basic
    GPFPMiner

19. Partial periodic pattern mining: Sample

    Basic	Closed	Maximal	topk
    3P-growth Basic-Adv	3P-close Basic-Adv	max3P-growth Basic	Topk_3Pgrowth
    3PECLAT Basic-Adv

20. Partial periodic spatial pattern mining:Sample

    Basic
    STECLAT

21. Periodic correlated pattern mining: Sample

    Basic
    EPCP-growth Basic-Adv

22. Uncertain frequent pattern mining: Sample

    Basic	top-k
    PUF	TUFP
    TubeP
    TubeS
    UVEclat

23. Uncertain periodic frequent pattern mining: Sample

    Basic
    UPFP-growth

24. Recurring pattern mining: Sample

    Basic
    RPgrowth

25. Relative High utility pattern mining: Sample

    Basic
    RHUIM

26. Stable periodic pattern mining: Sample

    Basic
    SPP-growth
    SP-ECLAT

27. Weighted frequent pattern mining: Sample

    Basic
    WFIM

28. Uncertain Weighted frequent pattern mining: Sample

    Basic
    WUFIM

29. Weighted frequent regular pattern mining:

    Basic
    WFRIMiner

30. Weighted frequent neighbourhood pattern mining:

    Basic
    SSWFPGrowth