niaautoarm
Science Score: 67.0%
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✓CITATION.cff file
Found CITATION.cff file -
✓codemeta.json file
Found codemeta.json file -
✓.zenodo.json file
Found .zenodo.json file -
✓DOI references
Found 8 DOI reference(s) in README -
✓Academic publication links
Links to: arxiv.org -
○Academic email domains
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○JOSS paper metadata
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○Scientific vocabulary similarity
Low similarity (13.6%) to scientific vocabulary
Scientific Fields
Repository
Basic Info
- Host: GitHub
- Owner: firefly-cpp
- License: mit
- Language: Python
- Default Branch: main
- Size: 2.32 MB
Statistics
- Stars: 0
- Watchers: 1
- Forks: 1
- Open Issues: 2
- Releases: 3
Metadata Files
README.md
NiaAutoARM
🔍 About • 💡 How it works? • 📦 Installation • 🚀 Usage • 📖 Further read • 📝 References • 🔑 License
A novel AutoML method for automatically constructing the full association rule mining pipelines based on stochastic population-based metaheuristics.
- Free software: MIT license
- Python: 3.9, 3.10, 3.11, 3.12
🔍 About
The numerical association rule mining paradigm that includes concurrent dealing with numerical and categorical attributes is beneficial for discovering associations from datasets that consist of both features. The process is not considered as easy since it incorporates several components that form an entire pipeline, i.e., preprocessing, algorithm selection, hyperparameter optimization, and the definition of metrics that evaluate the quality of the association rule. NiaAutoARM software aims to automatize this process and reduce the need for the user's effort to discover association rules.
💡 How it works?
See the following preprint for more information.
📦 Installation
pip
To install NiaAutoARM with pip, use:
sh
pip install niaautoarm
🚀 Usage
Explore the examples directory for more information on how to use the NiaAutoARM package.
📖 Further read
[1] NiaARM.jl: Numerical Association Rule Mining in Julia
📄 Cite us
Mlakar, U.; Fister, I., Jr.; Fister, I. NiaAutoARM: Automated Framework for Constructing and Evaluating Association Rule Mining Pipelines. Mathematics 2025, 13, 1957. https://doi.org/10.3390/math13121957
📝 References
[1] Ž. Stupan, Fister Jr., I. (2022). NiaARM: A minimalistic framework for Numerical Association Rule Mining. Journal of Open Source Software, 7(77), 4448.
[2] L. Pečnik, Fister, I., Fister, I. Jr. NiaAML2: An Improved AutoML Using Nature-Inspired Algorithms. In International Conference on Swarm Intelligence (pp. 243-252). Springer, Cham, 2021.
🔑 License
This package is distributed under the MIT License. This license can be found online at http://www.opensource.org/licenses/MIT.
Disclaimer
This framework is provided as-is, and there are no guarantees that it fits your purposes or that it is bug-free. Use it at your own risk!
Owner
- Name: Iztok Fister Jr.
- Login: firefly-cpp
- Kind: user
- Location: Slovenia
- Website: http://www.iztok-jr-fister.eu/
- Repositories: 28
- Profile: https://github.com/firefly-cpp
Citation (CITATION.cff)
cff-version: 1.2.0
message: "If you use this repository, please cite the following publication:"
title: "NiaAutoARM: Automated Framework for Constructing and Evaluating Association Rule Mining Pipelines"
authors:
- family-names: Mlakar
given-names: Uros
- family-names: Fister
given-names: Iztok Jr.
- family-names: Fister
given-names: Iztok
date-released: 2025-01-01
version: "1.0.0"
doi: "10.3390/math13121957"
url: "https://doi.org/10.3390/math13121957"
type: software
GitHub Events
Total
- Create event: 5
- Issues event: 1
- Release event: 3
- Delete event: 3
- Issue comment event: 5
- Push event: 17
- Public event: 1
- Pull request event: 11
- Fork event: 3
Last Year
- Create event: 5
- Issues event: 1
- Release event: 3
- Delete event: 3
- Issue comment event: 5
- Push event: 17
- Public event: 1
- Pull request event: 11
- Fork event: 3
Issues and Pull Requests
Last synced: 4 months ago
All Time
- Total issues: 4
- Total pull requests: 21
- Average time to close issues: 5 months
- Average time to close pull requests: 25 days
- Total issue authors: 2
- Total pull request authors: 4
- Average comments per issue: 0.5
- Average comments per pull request: 0.29
- Merged pull requests: 15
- Bot issues: 0
- Bot pull requests: 12
Past Year
- Issues: 4
- Pull requests: 16
- Average time to close issues: 5 months
- Average time to close pull requests: about 8 hours
- Issue authors: 2
- Pull request authors: 4
- Average comments per issue: 0.5
- Average comments per pull request: 0.31
- Merged pull requests: 11
- Bot issues: 0
- Bot pull requests: 7
Top Authors
Issue Authors
- firefly-cpp (3)
- mlaky88 (1)
Pull Request Authors
- dependabot[bot] (12)
- lahovniktadej (6)
- rhododendrom (2)
- mlaky88 (1)
Top Labels
Issue Labels
Pull Request Labels
Packages
- Total packages: 6
-
Total downloads:
- pypi 19 last-month
-
Total dependent packages: 0
(may contain duplicates) -
Total dependent repositories: 0
(may contain duplicates) - Total versions: 15
- Total maintainers: 2
alpine-edge: py3-niaautoarm-doc
AutoML method for constructing the full ARM pipelines (documentation)
- Homepage: https://github.com/firefly-cpp/NiaAutoARM
- License: MIT
-
Latest release: 0.1.2-r2
published 4 months ago
Rankings
Maintainers (1)
alpine-edge: py3-niaautoarm-pyc
Precompiled Python bytecode for py3-niaautoarm
- Homepage: https://github.com/firefly-cpp/NiaAutoARM
- License: MIT
-
Latest release: 0.1.2-r2
published 4 months ago
Rankings
Maintainers (1)
alpine-edge: py3-niaautoarm
AutoML method for constructing the full ARM pipelines
- Homepage: https://github.com/firefly-cpp/NiaAutoARM
- License: MIT
-
Latest release: 0.1.2-r2
published 4 months ago
Rankings
Maintainers (1)
pypi.org: niaautoarm
Automated generation and evaluation of Association Rule Mining pipelines
- Homepage: https://github.com/firefly-cpp/NiaAutoARM
- Documentation: https://niaautoarm.readthedocs.io/
- License: mit
-
Latest release: 0.1.2
published 5 months ago
Rankings
Maintainers (1)
alpine-v3.22: py3-niaautoarm-pyc
Precompiled Python bytecode for py3-niaautoarm
- Homepage: https://github.com/firefly-cpp/NiaAutoARM
- License: MIT
-
Latest release: 0.1.1-r0
published 11 months ago
Rankings
Maintainers (1)
alpine-v3.22: py3-niaautoarm
AutoML method for constructing the full ARM pipelines
- Homepage: https://github.com/firefly-cpp/NiaAutoARM
- License: MIT
-
Latest release: 0.1.1-r0
published 11 months ago
Rankings
Maintainers (1)
Dependencies
- actions/cache v3 composite
- actions/checkout v3 composite
- actions/setup-python v3 composite
- atomicwrites 1.4.1
- attrs 22.2.0
- click 8.1.3
- colorama 0.4.6
- contourpy 1.0.7
- cycler 0.11.0
- et-xmlfile 1.1.0
- fonttools 4.38.0
- importlib-resources 5.12.0
- joblib 1.2.0
- kiwisolver 1.4.4
- matplotlib 3.7.0
- more-itertools 9.0.0
- niaaml 1.1.11
- niaarm 0.3.1
- niapy 2.0.4
- nltk 3.9
- numpy 1.24.2
- openpyxl 3.1.1
- packaging 23.0
- pandas 1.5.3
- pillow 10.3.0
- pluggy 0.13.1
- py 1.11.0
- pyparsing 3.0.9
- pytest 5.4.3
- python-dateutil 2.8.2
- pytz 2022.7.1
- regex 2022.10.31
- scikit-learn 1.5.0
- scipy 1.9.3
- six 1.16.0
- threadpoolctl 3.1.0
- tqdm 4.66.3
- wcwidth 0.2.6
- zipp 3.19.1
- pytest ^5.2 develop
- niaarm ^0.3.12
- niapy ^2.0.5
- pandas ^2.1.1
- python ^3.9