mlsanityData to 14 Oct 2026

Prediction with Advice of Unknown Number of Experts

arXiv 1408.2040 ↗First posted 9 Aug 2014cs.LG stat.MLcited by 1

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Abstract (arXiv)

In the framework of prediction with expert advice, we consider a recently introduced kind of regret bounds: the bounds that depend on the effective instead of nominal number of experts. In contrast to the Normal- Hedge bound, which mainly depends on the effective number of experts but also weakly depends on the nominal one, we obtain a bound that does not contain the nominal number of experts at all. We use the defensive forecasting method and introduce an application of defensive forecasting to multivalued supermartingales.

Key facts. Cited by 1 paper in the map (data through 14 Oct 2026). First posted on arXiv 9 Aug 2014.

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