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Online Boosting/Evidence
Method evidence record

Online Boosting

Online Boosting adapts the classical boosting framework to data streams, updating an ensemble of weak learners one example at a time without storing the full dataset. The Oza-Russell formulation approximates AdaBoost's reweighting using Poisson-sampled instance counts, enabling accurate, adaptive classification in real-time or resource-constrained environments.

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Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Online Boosting (Streaming Ensemble Boosting)
Taxonomic method record · ml-model / machine-learning
  • Oza, N. C., & Russell, S. (2001). Online Bagging and Boosting. In Artificial Intelligence and Statistics 2001 (pp. 105–112). Morgan Kaufmann. · URL
  • Online machine learning. Wikipedia. · URL
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Curated claims

Claims persisted in the evidence ledger, each with its own assessment.

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Related methods

Generated from the method graph and shown as machine-suggested relations — no evidence claim is inferred.

Taxonomic bucketBoostingmachine-suggested · Relational suggestion, not evidence.Same method familyGradient Boostingmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketOnline Baggingmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketOnline Learningmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketOnline Random Forestmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketSemi-supervised Boostingmachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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