Leon Bottou
Leon Bottou
Facebook AI Research
Verified email at bottou.org - Homepage
TitleCited byYear
Gradient-based learning applied to document recognition
Y LeCun, L Bottou, Y Bengio, P Haffner
Proceedings of the IEEE 86 (11), 2278-2324, 1998
222671998
Natural language processing (almost) from scratch
R Collobert, J Weston, L Bottou, M Karlen, K Kavukcuoglu, P Kuksa
Journal of machine learning research 12 (Aug), 2493-2537, 2011
50532011
Wasserstein generative adversarial networks
M Arjovsky, S Chintala, L Bottou
International Conference on Machine Learning, 214-223, 2017
3329*2017
Efficient backprop
YA LeCun, L Bottou, GB Orr, KR Müller
Neural networks: Tricks of the trade, Lecture Notes in Computer Science LNCS …, 1998
2960*1998
Large-scale machine learning with stochastic gradient descent
L Bottou
Proceedings of COMPSTAT'2010, 177-186, 2010
28422010
Learning and transferring mid-level image representations using convolutional neural networks
M Oquab, L Bottou, I Laptev, J Sivic
Proceedings of the IEEE conference on computer vision and pattern …, 2014
19792014
Signature verification using a" siamese" time delay neural network
J Bromley, I Guyon, Y LeCun, E Säckinger, R Shah
Advances in neural information processing systems, 737-744, 1994
13321994
The Tradeoffs of Large-Scale Learning
L Bottou, O Bousquet
Neural Information Processing Systems 20, 161-168, 2008
12762008
Learning methods for generic object recognition with invariance to pose and lighting
Y LeCun, FJ Huang, L Bottou
CVPR (2), 97-104, 2004
11252004
Online learning and stochastic approximations
L Bottou
On-line learning in neural networks 17 (9), 142, 1998
9601998
Stochastic gradient descent tricks
L Bottou
Neural networks: Tricks of the trade, 421-436, 2012
8662012
Comparison of classifier methods: a case study in handwritten digit recognition
L Bottou, C Cortes, JS Denker, H Drucker, I Guyon, LD Jackel, Y LeCun, ...
International conference on pattern recognition, 77-77, 1994
7961994
Optimization methods for large-scale machine learning
L Bottou, FE Curtis, J Nocedal
Siam Review 60 (2), 223-311, 2018
7162018
Fast kernel classifiers with online and active learning
A Bordes, S Ertekin, J Weston, L Bottou
Journal of Machine Learning Research 6 (Sep), 1579-1619, 2005
6932005
Local learning algorithms
L Bottou, V Vapnik
Neural computation 4 (6), 888-900, 1992
6431992
Comparison of learning algorithms for handwritten digit recognition
Y LeCun, LD Jackel, L Bottou, A Brunot, C Cortes, JS Denker, H Drucker, ...
International conference on artificial neural networks 60, 53-60, 1995
6261995
On-line learning in neural networks
D Saad
Cambridge University Press, 2009
6132009
Is object localization for free?-weakly-supervised learning with convolutional neural networks
M Oquab, L Bottou, I Laptev, J Sivic
Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2015
5182015
Convergence properties of the k-means algorithms
L Bottou, Y Bengio
Advances in neural information processing systems, 585-592, 1995
5071995
Parallel support vector machines: The cascade svm
HP Graf, E Cosatto, L Bottou, I Dourdanovic, V Vapnik
Advances in neural information processing systems, 521-528, 2005
4822005
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