https://github.com/arosh/BM25Transformer

(Python) transform a document-term matrix to an Okapi/BM25 representation
https://github.com/arosh/BM25Transformer

information-retrieval machine-learning natural-language-processing python scikit-learn

Last synced: 2 months ago
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(Python) transform a document-term matrix to an Okapi/BM25 representation

• Host: GitHub
• URL: https://github.com/arosh/BM25Transformer
• Owner: arosh
• License: bsd-3-clause
• Created: 2016-01-20T13:25:15.000Z (about 9 years ago)
• Default Branch: master
• Last Pushed: 2018-04-17T13:52:15.000Z (almost 7 years ago)
• Last Synced: 2024-08-06T03:03:21.200Z (6 months ago)
• Topics: information-retrieval, machine-learning, natural-language-processing, python, scikit-learn
• Language: Python
• Homepage: http://kujira16.hateblo.jp/entry/2016/01/20/235500
• Size: 2.93 KB
• Stars: 54
• Watchers: 4
• Forks: 6
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# BM25Transformer

## About

This library transforms a [document-term matrix](https://en.wikipedia.org/wiki/Document-term_matrix) to a [Okapi/BM25](https://en.wikipedia.org/wiki/Okapi_BM25) representation.

API of this library inherits from [sklearn.feature\_extraction.text.TfidfTransformer](http://scikit-learn.org/stable/modules/generated/sklearn.feature_extraction.text.TfidfTransformer.html).

## References

* [Okapi BM25: a non-binary model - Introduction to Information Retrieval](http://nlp.stanford.edu/IR-book/html/htmledition/okapi-bm25-a-non-binary-model-1.html)

## License

BSD 3 clause