Data-Driven Online Learning Task

A Data-Driven Online Learning Task is an online learning task that is a data-driven learning task.

• Context:
  • It can range from being an Unsupervised Online Learning Task to being a Supervised Online Learning Task.
• Example(s):
  • a Boosted Online Learning Task.
  • …
• Counter-Example(s):
  • an Data-Driven IID Learning Task.
• See: Heuristic Online Learning, IID Learning.

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References

2015

• (Beygelzimer et al., 2015) ⇒ Alina Beygelzimer, Satyen Kale, and Haipeng Luo. (2015). “Optimal and Adaptive Algorithms for Online Boosting.” In: Proceedings of ICML-2015.
  • QUOTE: We study online boosting, the task of converting any weak online learner into a strong online learner.

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