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perceptron algorithm

18 papers

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Co-occurring keywords

kernel methods (1097) online learning (1777) margin maximization (49) generalization bound (652) convergence rate (607) risk bound (71) stochastic gradient descent (1091) second-order statistics (11) roc curve (46) high-dimensional analysis (33)

Papers

From Logistic Regression to the Perceptron Algorithm: Exploring Gradient Descent with Large Step Sizes AAAI 2025
Finite-Sample Analysis of Learning High-Dimensional Single ReLU Neuron ICML 2023
Quantum perceptron revisited: Computational-statistical tradeoffs UAI 2022
Robust large-margin learning in hyperbolic space NIPS 2020
A Nearly Optimal Variant of the Perceptron Algorithm for the Uniform Distribution on the Unit Sphere COLT 2020
Fast and Faster Convergence of SGD for Over-Parameterized Models and an Accelerated Perceptron AISTATS 2019
Predtron: A Family of Online Algorithms for General Prediction Problems NIPS 2015
Surrogate Functions for Maximizing Precision at the Top ICML 2015
Saddle Points and Accelerated Perceptron Algorithms ICML 2014
Margins, Kernels and Non-linear Smoothed Perceptrons ICML 2014
Online Similarity Prediction of Networked Data from Known and Unknown Graphs COLT 2013
Generalization Bounds for Online Learning Algorithms with Pairwise Loss Functions COLT 2012
Linear Algorithms for Online Multitask Classification JMLR 2010
Semi-Supervised Training for the Averaged Perceptron POS Tagger EACL 2009
Analysis of Perceptron-Based Active Learning JMLR 2009
Bounded Kernel-Based Online Learning JMLR 2009
On higher-order perceptron algorithms NIPS 2007
A New Approximate Maximal Margin Classification Algorithm JMLR 2001