sdtf 0.0.3

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

Streaming Decision Trees & Forests

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.

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