Skip to main content

Exploring streaming options for decision trees and random forests. Based on scikit-learn fork.

Project description

Streaming Decision Trees & Forests

.. image:: :target: :alt: arXiv

.. image:: :target: :alt: DOI

.. image:: :target: :alt: PyPI version

.. image:: :target: :alt: CircleCI

.. image:: :target: :alt: Netlify

.. image:: :target: :alt: Python

.. image:: :target: :alt: Code style: black

.. image:: :target: :alt: License

.. image:: :target: :alt: Downloads

.. doc-start

Exploring streaming options for decision trees and random forests.

The package includes two ensemble implementations (Stream Decision Forest and Cascade Stream Forest).

Based on scikit-learn fork <>_.


You can manually download the latest version of SDTF by cloning the repository:

.. code-block::

git clone cd SDTF python install

Or install the stable version through pip\ :

.. code-block::

pip install sdtf

Package Requirements

The SDTF package requires a scikit-learn fork for the partial_fit functionality, which you can install manually:

.. code-block::

git clone -b stream --single-branch cd scikit-learn python install

The above local setup requires the following packages:

  • cython
  • numpy
  • scipy

.. doc-end

Relevant Repos

  • huawei-noah/streamDM <>_
  • soundcloud/spdt <>_
  • online-ml/river <>_
  • scikit-garden/scikit-garden <>_

Relevant Papers

  • Very Fast Decision Tree <>_
  • Online Bagging and Boosting <>_
  • Leveraging Bagging for Evolving Data Streams <>_
  • Ensemble Learning for Data Stream Classification <>_
  • Adaptive Random Forests <>_
  • Streaming Random Forests <>_
  • Streaming Parallel Decision Tree <>_
  • Mondrian Forests <>_

Project details

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

sdtf-0.0.9.tar.gz (5.7 kB view hashes)

Uploaded Source

Built Distribution

sdtf-0.0.9-py3-none-any.whl (5.6 kB view hashes)

Uploaded Python 3

Supported by

AWS AWS Cloud computing and Security Sponsor Datadog Datadog Monitoring Fastly Fastly CDN Google Google Download Analytics Microsoft Microsoft PSF Sponsor Pingdom Pingdom Monitoring Sentry Sentry Error logging StatusPage StatusPage Status page