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On Excess Risk Convergence Rates of Neural Network Classifiers

On Excess Risk Convergence Rates of Neural Network Classifiers

26 September 2023
Hyunouk Ko
Namjoon Suh
X. Huo
ArXiv (abs)PDFHTML

Papers citing "On Excess Risk Convergence Rates of Neural Network Classifiers"

5 / 5 papers shown
Title
Towards a Mathematical Understanding of Neural Network-Based Machine
  Learning: what we know and what we don't
Towards a Mathematical Understanding of Neural Network-Based Machine Learning: what we know and what we don't
E. Weinan
Chao Ma
Stephan Wojtowytsch
Lei Wu
AI4CE
88
134
0
22 Sep 2020
A Priori Estimates of the Population Risk for Two-layer Neural Networks
A Priori Estimates of the Population Risk for Two-layer Neural Networks
Weinan E
Chao Ma
Lei Wu
65
132
0
15 Oct 2018
Nearly-tight VC-dimension and pseudodimension bounds for piecewise
  linear neural networks
Nearly-tight VC-dimension and pseudodimension bounds for piecewise linear neural networks
Peter L. Bartlett
Nick Harvey
Christopher Liaw
Abbas Mehrabian
213
434
0
08 Mar 2017
Fast learning rates for plug-in classifiers
Fast learning rates for plug-in classifiers
Jean-Yves Audibert
Alexandre B. Tsybakov
581
469
0
17 Aug 2007
Fast rates for support vector machines using Gaussian kernels
Fast rates for support vector machines using Gaussian kernels
Ingo Steinwart
C. Scovel
288
283
0
14 Aug 2007
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