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List of works by Léon Bottou

A Framework for the Cooperation of Learning Algorithms

scientific article published in January 1991

A scaling calculus for the design and initialization of ReLU networks

scientific article published in 2022

Boxlets: A Fast Convolution Algorithm for Signal Processing and Neural Networks

scholarly article by Patrice Simard et al published 1999 in Advances in Neural Information Processing Systems 11

Breaking SVM Complexity with Cross-Training

scientific article published in January 2005

Cold Case: The Lost MNIST Digits

Comparison of classifier methods: a case study in handwritten digit recognition

Convergence Properties of the K-Means Algorithms

scientific article published in January 1995

Discovering Causal Signals in Images

From Machine Learning to Machine Reasoning

scholarly article

Geometric Clustering Using the Information Bottleneck Method

scientific article published in January 2004

Gradient-based learning applied to document recognition

scholarly article

Improvements to the percolator algorithm for Peptide identification from shotgun proteomics data sets

scientific article

Inference with the Universum

Large Scale Online Learning

scientific article published in January 2004

Learning on the border

Local Algorithms for Pattern Recognition and Dependencies Estimation

scholarly article by Vladimir Vapnik & Léon Bottou published November 1993 in Neural Computation

Natural Language Processing (almost) from Scratch

Collobert et al. 2011

Nonconvex online support vector machines

scientific article published in February 2011

On the Ineffectiveness of Variance Reduced Optimization for Deep Learning

scholarly article by Aaron Defazio & Léon Bottou published 2019 in Advances in Neural Information Processing Systems 32

Optimization Methods for Large-Scale Machine Learning

scientific article published in 2018

Parallel Support Vector Machines: The Cascade SVM

scientific article published in January 2005

Poincaré maps for analyzing complex hierarchies in single-cell data

scientific article published on 11 June 2020

SING: Symbol-to-Instrument Neural Generator

Structural Risk Minimization for Character Recognition

scientific article published in January 1992

The Tradeoffs of Large Scale Learning

Toward automatic phenotyping of developing embryos from videos

scientific article published in September 2005

Trading convexity for scalability

article published in 2006

Vicinal Risk Minimization

scientific article published in January 2001