Improving the performance of bagging ensembles for data streams through mini-batching

Author:

Cassales Guilherme,Gomes Heitor,Bifet Albert,Pfahringer Bernhard,Senger Hermes

Funder

FAPESP

CAPES

New Zealand Ministry of Business Innovation and Employment

Publisher

Elsevier BV

Subject

Artificial Intelligence,Information Systems and Management,Computer Science Applications,Theoretical Computer Science,Control and Systems Engineering,Software

Reference50 articles.

1. Comet: A recipe for learning and using large ensembles on massive data;Basilico,2011

2. A streaming parallel decision tree algorithm;Ben-Haim;J. Mach. Learn. Res.,2010

3. Leveraging bagging for evolving data streams;Bifet,2010

4. New ensemble methods for evolving data streams;Bifet,2009

5. Moa: Massive online analysis, a framework for stream classification and clustering;Bifet,2010

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