An Online Boosting Algorithm with Theoretical Justifications

@inproceedings{Chen2012AnOB,
  title={An Online Boosting Algorithm with Theoretical Justifications},
  author={Shang-Tse Chen and Hsuan-Tien Lin and Chi-Jen Lu},
  booktitle={ICML},
  year={2012}
}
We study the task of online boosting — combining online weak learners into an online strong learner. While batch boosting has a sound theoretical foundation, online boosting deserves more study from the theoretical perspective. In this paper, we carefully compare the differences between online and batch boosting, and propose a novel and reasonable assumption for the online weak learner. Based on the assumption, we design an online boosting algorithm with a strong theoretical guarantee by… CONTINUE READING
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