conftrace_

nonparametric classification

14 papers

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Co-occurring keywords

active learning (1301) support vector machine (978) convergence rate (607) bayes classifier (9) minimax optimal (90) nearest neighbor classification (37) passive learning (15) trend forecasting (3) learning rate (192) k-nearest neighbor (152)

Papers

Optimal Locally Private Nonparametric Classification with Public Data JMLR 2024
Nonparametric Classification on Low Dimensional Manifolds using Overparameterized Convolutional Residual Networks NIPS 2024
Regimes of No Gain in Multi-class Active Learning JMLR 2024
Active Learning with Neural Networks: Insights from Nonparametric Statistics NIPS 2022
Nuances in Margin Conditions Determine Gains in Active Learning AISTATS 2022
Minimax optimal approaches to the label shift problem in non-parametric settings JMLR 2022
Improved Learning Rates of a Functional Lasso-type SVM with Sparse Multi-Kernel Representation NIPS 2021
S2: An Efficient Graph Based Active Learning Algorithm with Application to Nonparametric Classification COLT 2015
A Bayes consistent 1-NN classifier AISTATS 2015
On a Theory of Nonparametric Pairwise Similarity for Clustering: Connecting Clustering to Classification NIPS 2014
Rates of Convergence for Nearest Neighbor Classification NIPS 2014
A Latent Source Model for Nonparametric Time Series Classification NIPS 2013
Sparse Additive Machine AISTATS 2012
New Algorithms for Efficient High-Dimensional Nonparametric Classification JMLR 2006