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c-bounded difference

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An extension of McDiarmid's inequality

Combes, Richard

arXiv.org Artificial IntelligenceJun-21-2023

We generalize McDiarmid's inequality for functions with bounded differences on a high probability set, using an extension argument. Those functions concentrate around their conditional expectations. We further extend the results to concentration in general metric spaces.

artificial intelligence, c-bounded difference, machine learning, (15 more...)

arXiv.org Artificial Intelligence

1511.0524

Country: Europe > France (0.04)

Genre: Research Report (0.65)

Technology: Information Technology > Artificial Intelligence > Machine Learning > Supervised Learning (0.37)

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