PAMI2026.07.01

What's Changed

• Update and rename createSyntheticGraphTransactions.py to certainGraph… by @udayRage in #568
• Refactor variable names and add missing initialization by @LasyaPalla in #567
• reverted GPFgrowth by @LasyaPalla in #569
• minor changes to few algorithms by @LasyaPalla in #570
• Bump setuptools from 70.0.0 to 78.1.1 in /binder in the pip group across 1 directory by @dependabot[bot] in #566
• Updated and resolved few issues by @LasyaPalla in #571
• Refactor Jupyter notebooks for chapters 10-17: update content, add pa… by @Tarun-Sreepada in #572
• Update DataFrame creation to use custom separator for patterns by @Tarun-Sreepada in #573

• Pull request on: FindNeighboursUsingEuclidean by @charan-teja2003 in #574

• updated startMine() instantiation issues by @LasyaPalla in #577
• Bump urllib3 from 2.2.2 to 2.5.0 in /binder in the pip group across 1 directory by @dependabot[bot] in #576
• Added FASTA conversion by @Tarun-Sreepada in #575
• reverted minor changes by @LasyaPalla in #578
• Minor Fixes by @Tarun-Sreepada in #579
• fix stats plot by @Tarun-Sreepada in #580
• Refractored confidence, lift, and leverage by @Tarun-Sreepada in #581
• Bump urllib3 from 2.5.0 to 2.6.0 in /binder in the pip group across 1 directory by @dependabot[bot] in #583
• Optimized getSparsity() by @MithunThangaraj in #584
• optimized getSparsity() by @MithunThangaraj in #586
• added plotFrequentPatternSetsGraph.py by @MithunThangaraj in #587
• Added sortedPatternFrequencyGraph.py by @Ojash927 in #588
• improved getStatistics by @MithunThangaraj in #590
• Fix Issue #582 by @MithunThangaraj in #592
• Performance Optimization for SpatialECLAT by @s1312007-Ojash in #591
• Bump urllib3 from 2.6.0 to 2.6.3 in /binder in the pip group across 1 directory by @dependabot[bot] in #589
• optimization of Aprioribitset and ECLATbitset by @MithunThangaraj in #594
• optimized FFIMiner by @MithunThangaraj in #596
• Bump the pip group across 1 directory with 3 updates by @dependabot[bot] in #595
• Bump actions/checkout from 4 to 6 by @dependabot[bot] in #597
• Bump actions/setup-python from 3 to 6 by @dependabot[bot] in #598
• optimized getMaxPer PFECLAT by @MithunThangaraj in #599
• Performance upgrades for SpatialECLAT and FSPGrowth by @Ojash927 in #602
• 2026.06.14.1 changes by @MithunThangaraj in #603
• Bump actions/checkout from 6 to 7 by @dependabot[bot] in #606
• Fix CLI duplicate mining calls and optimize frequent pattern mining internals by @Ojash927 in #608
• 2026.06.25.1 changes by @MithunThangaraj in #609

New Contributors

• @MithunThangaraj made their first contribution in #584
• @Ojash927 made their first contribution in #588
• @s1312007-Ojash made their first contribution in #591

Full Changelog: PAMI2025.03.25...PAMI2026.07.01

PAMI2025.03.25

What's Changed

• Documentation updation by @LasyaPalla in #540
• add GSP and MMSBPrefixSpan and their notebooks by @SuzukiZudaiM in #541
• Updated AssociationRules algorithms by @LasyaPalla in #543
• Updated parallelPFPGrowth.py by @LasyaPalla in #544
• found bug. fixed. hopefully by @Tarun-Sreepada in #545
• #2 new the latex file results2Latex.py by @vanithakattumuri in #546
• Update TemporalDatabase.py by @Tarun-Sreepada in #547
• add notebooks and sequential database generator and status by @SuzukiZudaiM in #548
• Updated TransactionalDatabase.py, CSV2Parquet.py and Parquet2CSV.py by @LasyaPalla in #549
• Upadted getTransactions function in TransactionalDatabase.py by @LasyaPalla in #550
• updated random DNA/RNA sequence generator by @shiridikumar in #551
• Updated variables in TransactionalDatabase.py by @LasyaPalla in #552
• Made changes to graph format converter, gspan and tkg by @choubeyy in #554
• #2 updated the file plotLineGraphsFromDataFrame.py by @vanithakattumuri in #555
• fix bags for georefarenced databases by @SuzukiZudaiM in #557
• Variables initialization correction by @LasyaPalla in #558
• #2 updated the class names. by @vanithakattumuri in #559
• #2 updated the UtilityDatabase.py by @vanithakattumuri in #561
• fix bug to add any files by @SuzukiZudaiM in #562
• updated the function's return types by @LasyaPalla in #563
• Updated few changes in the files according to inspection profiles by @LasyaPalla in #564

Full Changelog: PAMI2024.10.24.1.1...PAMI2025.03.25

PAMI2024.10.24.1.1

What's Changed

• Added method to convert graph transactions to a new format and added Synthetic Graph Generator by @choubeyy in #489
• Update y.s.md by @sangeeth-007-hub in #526
• bug fix for the book by @SuzukiZudaiM in #529
• update convert by @SuzukiZudaiM in #530
• kdd by @Tarun-Sreepada in #531
• Update kdd-crs-2024.ipynb by @Tarun-Sreepada in #532
• change around convert to get memory and runtime by @SuzukiZudaiM in #533
• Update CSV2Parquet.py by @Tarun-Sreepada in #534
• #2 Code documentation of CSV2Parquet.py file. by @vanithakattumuri in #535
• #2 Updated the file CSV2Parquet.py by @vanithakattumuri in #536
• #2 Updated the file CFPGrowthPlus.py. by @vanithakattumuri in #537
• #2 Updated the file DF2Tex.py by @vanithakattumuri in #538
• #2 Updated the CFPGrowthPlus notebook file. by @vanithakattumuri in #539

New Contributors

• @sangeeth-007-hub made their first contribution in #526

Full Changelog: PAMI2024.8.5...PAMI2024.10.24.1.1

PAMI2024.8.5

What's Changed

• Adding testcases files of FFIMiner and FFSPMiner by @LasyaPalla in #474
• Added some useful graph transaction methods by @choubeyy in #476
• Aprioribitset test case file updated from google colab by @LasyaPalla in #475
• #2 updated the documentation of GPFgrowth and updated the readtheDocs by @vanithakattumuri in #477
• #2 updated the documentation of PPF_DFS and updated the readtheDocs by @vanithakattumuri in #478
• fuzzy frequent pattern mininer update? or is it uncertain by @Tarun-Sreepada in #479
• CHARM . py by @charan-teja2003 in #480
• Testing by @charan-teja2003 in #481
• Testing by @charan-teja2003 in #482
• Bump setuptools from 69.5.1 to 70.0.0 in /binder in the pip group by @dependabot in #483
• #2 updated the documentation of FFIMiner.py and updated the readtheDocs by @vanithakattumuri in #484
• add TransactionDB2denseDF.py by @SuzukiZudaiM in #485
• Added Uncertain Graph Mining algorithm MUSE by @choubeyy in #486
• #2 #2 updated the TemporalDatabase.py code with minor changes (i.e., occurrenceProbabilityAtSameTimestamp and occurrenceProbabilityToSkipSubsequentTimestamp) by @vanithakattumuri in #487

Full Changelog: PAMI2024.7.2...PAMI2024.8.5

PAMI-2024.07.02

What's Changed in this PAMI-2024.07.02 version

• BuildingTestCase_FPGrowth by @LasyaPalla in #438
• #2 updated the error in readtheDocs by @vanithakattumuri in #439
• Update PrefixSpan.py by @SuzukiZudaiM in #441
• fix spactal prefixspan by @SuzukiZudaiM in #442
• Added Flat Transactions by @choubeyy in #443
• algorithm dataframe support and move db generators by @Tarun-Sreepada in #444
• small speedup / memory saver function by @Tarun-Sreepada in #446
• Test cases implementation by @pallamadhavi in #445
• Test cases for SpatialECLAT by @harsha0632 in #451
• change the sequence mining input style and make tests for sequential pattern mining by @SuzukiZudaiM in #452
• fix periodic df handling by @Tarun-Sreepada in #450
• Adding passed test case files of FCPGrowth to "tests" folder. by @LasyaPalla in #449
• Testing by @charan-teja2003 in #447
• Testing by @charan-teja2003 in #455
• Test cases for GPFPMiner and STEclat by @harsha0632 in #454
• Added a utility function for saving images in graph plots by @shiridikumar in #453
• Bump urllib3 from 2.0.7 to 2.2.2 in /binder in the pip group across 1 directory by @dependabot in #456
• Testing by @pallamadhavi in #457
• Adding passed Test Case files of PUFGrowth to tests. by @LasyaPalla in #458
• Testing by @charan-teja2003 in #459
• Testing by @charan-teja2003 in #460
• modify files folder structure by @Tarun-Sreepada in #461
• fix import for sequence by @SuzukiZudaiM in #462
• updated test cases by @shiridikumar in #463
• Testing by @charan-teja2003 in #464
• Updated gSpan tutorial by @choubeyy in #465
• Added test cases for subgraphMining and added tkg tutorial by @choubeyy in #466
• Added more generic test cases for subgraph mining by @choubeyy in #467
• adding testcase files of aprioribitset. by @LasyaPalla in #468
• ECLATbitset.py testing by @charan-teja2003 in #469
• Automated test cases for frequent patterns by @pallamadhavi in #470
• periodic update by @Tarun-Sreepada in #471
• Automated Testing by @pallamadhavi in #472

Full Changelog: PAMI2024.6.10...PAMI2024.7.2

PAMI2024.6.10

What's Changed

• Documentation Updated by @LasyaPalla in #403
• association rules by @Tarun-Sreepada in #404
• bug fix and leverage update by @Tarun-Sreepada in #405
• leverage bug fix by @Tarun-Sreepada in #406
• ARWithConfidence by @charan-teja2003 in #407
• #2 changed the association rule mining function names by @vanithakattumuri in #408
• Update TransactionalDatabase.py by @Tarun-Sreepada in #409
• Update TransactionalDatabase.py by @Tarun-Sreepada in #410
• bug fix for pollution by @Tarun-Sreepada in #413
• Fixed issues with TKG and changed names of 'mine' in subgraphMining by @choubeyy in #412
• minor optimization by @Tarun-Sreepada in #414
• #2 updated the documentation of FAE.py by @vanithakattumuri in #415
• Fixed issues of tkg and added new method to gspan by @choubeyy in #418
• #2 minor updation (documentation) in the file ECLATdiffset.py by @vanithakattumuri in #417
• CoMine Update by @Tarun-Sreepada in #419
• #2 updated the documentation of file CoMine.py by @vanithakattumuri in #420
• Made changes to gSpan and implemented method to get flat transactions by @choubeyy in #421
• #2 updated the documentation of file PFECLAT.py by @vanithakattumuri in #422
• Update TransactionalDatabase.py by @Tarun-Sreepada in #424
• #2 updated documentation of file PFPGrowth.py by @vanithakattumuri in #423
• GTCP completed by @shiridikumar in #425
• comine+ by @Tarun-Sreepada in #427
• standard format by @Tarun-Sreepada in #428
• #2 updated the readtheDocs by @vanithakattumuri in #429
• optimized code by @shiridikumar in #432
• #2 updated the readtheDocs and CoMinePlus.py documentation by @vanithakattumuri in #431
• sequence mining by @SuzukiZudaiM in #434
• spatio transactional/temporal/temporal by @Tarun-Sreepada in #435
• Test cases for ECLAT, ECLATDiffset and CoMine by @harsha0632 in #436

New Contributors

• @SuzukiZudaiM made their first contribution in #434

Full Changelog: 2024.5.1...PMMI2024.6.10

PAMI 2024.5.1.2

We have made minor changes in version PAMI 2024.5.1.2 and updated the repository in PYPI as pami 2024.5.1.2. Please install the latest version of PAMI.

We have made minor changes in version PAMI 2024.5.1 and updated the repository in PYPI as pami 2024.5.1.1. Please install the latest version of PAMI.

We are pleased to announce the release of PAMI 2024.5.1

What's Changed

Optimized algorithms:

• Eclat Bitset by @Tarun-Sreepada in #369
• Update CHARM.py by @Tarun-Sreepada in #389
• optimization by @Tarun-Sreepada in #393
• Efficient Pattern Save / Dataframe export by @Tarun-Sreepada in #397

The latest updates in Documentation:

• startMine() to mine() by @charan-teja2003 in #368
• modified to meet standards by @Tarun-Sreepada in #370
• #144 updated documentation of transaction and temporal database by @vanithakattumuri in #372
• Documentation by @pallamadhavi in #373
• #114 updated html in sphinx by @vanithakattumuri in #375
• documentation update by @harsha0632 in #378
• Documentation changes in #377
• A to C by @charan-teja2003 in #376
• Documentation by @pallamadhavi in #379
• changes in ffsp file by @yerragollahareeshkumar in #380
• Documentation by @pallamadhavi in #381
• Documentation by @pallamadhavi in #382
• FGPSC MINER by @yerragollahareeshkumar in #383
• #114 Updated documentation in Apriori.py file by @vanithakattumuri in #384
• ARWithConfidence by @charan-teja2003 in #385
• ARWithLeverage.py by @LasyaPalla in #388
• ARWithLift by @harsha0632 in #387
• #2 updated the sphinx documentation without html files by @vanithakattumuri in #390
• #2 updated the sphinx documentation with html files by @vanithakattumuri in #391
• #2 updated docs by @vanithakattumuri in #392
• ARWithLeverage updated by @LasyaPalla in #394
• ARWithLift .py by @harsha0632 in #396
• #2 documentation updated by @vanithakattumuri in #398

New Contributors

• @harsha0632 made their first contribution in #378
• @LasyaPalla made their first contribution in #388

Full Changelog: 2024.4.11.1...2024.5.1

Full Changelog: 2024.5.1...2024.5.1

Full Changelog: 2024.5.1...2024.5.1

PAMI 2024.4.11.1

We are pleased to announce the release of PAMI 2024.4.11.1
This release includes performance improvements and a new file Evaluation. We recommend that all users upgrade to this version.

PAMI 2024.4.11.1 supports Python 3.9 and higher.

Please report any issues with the release on the PAMI issues.

Thanks to all the contributors who made this release possible.

Latest version(2024.4.10.1) released

The latest version of PAMI has been released.

1. Improved the performance of apriori algorithm
2. The bug was fixed for the algorithm parallelFPGrowth and thanks to netogallo for notifying us of the issue in the parallelFPGrowth algorithm.

latest Tag version 2024.08.04

creating new tag in GitHub