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Near-Exponential Convergence Rates for kNN Classification based on Boltzmann Margin

Yang, Luyuan et al.
arXiv (All) · Papers
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machine-learning
Convergence-rate analysis for classifiers is often conducted under either Tsybakov margin or Massart margin. The former is a relatively weak condition that typically yields polynomial rates, while the latter is substantially stronger but can guarantee exponential rates. In this paper, we introduce a
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