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Leon Bottou
Leon Bottou
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Title
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Cited by
Year
Gradient-based learning applied to document recognition
Y LeCun, L Bottou, Y Bengio, P Haffner
Proceedings of the IEEE 86 (11), 2278-2324, 1998
642021998
Wasserstein generative adversarial networks
M Arjovsky, S Chintala, L Bottou
International Conference on Machine Learning, 214-223, 2017
160822017
Natural language processing (almost) from scratch
R Collobert, J Weston, L Bottou, M Karlen, K Kavukcuoglu, P Kuksa
Journal of machine learning research 12, 2493− 2537, 2011
100572011
Large-scale machine learning with stochastic gradient descent
L Bottou
Proceedings of COMPSTAT'2010: 19th International Conference on Computational …, 2010
73052010
Efficient backprop
YA LeCun, L Bottou, GB Orr, KR Müller
Neural networks: Tricks of the trade, Lecture Notes in Computer Science LNCS …, 1998
7100*1998
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 6, 1993
48631993
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
40002014
Optimization methods for large-scale machine learning
L Bottou, FE Curtis, J Nocedal
SIAM review 60 (2), 223-311, 2018
36112018
Stochastic gradient descent tricks
L Bottou
Neural Networks: Tricks of the Trade: Second Edition, 421-436, 2012
30252012
The Tradeoffs of Large-Scale Learning
L Bottou, O Bousquet
Neural Information Processing Systems 20, 161-168, 2008
21862008
Advances in neural information processing systems
A Krizhevsky
(No Title), 1097, 2012
21512012
Invariant risk minimization
M Arjovsky, L Bottou, I Gulrajani, D Lopez-Paz
arXiv preprint arXiv:1907.02893, 2019
19032019
Learning methods for generic object recognition with invariance to pose and lighting
Y LeCun, FJ Huang, L Bottou
Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision …, 2004
18662004
Object recognition with gradient-based learning
DA Forsyth, JL Mundy, V di Gesú, R Cipolla, Y LeCun, P Haffner, L Bottou, ...
Shape, contour and grouping in computer vision, 319-345, 1999
16051999
Online learning and stochastic approximations
L eon Bottou
Online learning in neural networks 17 (9), 142, 1998
12441998
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
11222015
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, ...
Proceedings of the 12th IAPR International Conference on Pattern Recognition …, 1994
10581994
Stochastic gradient learning in neural networks
L Bottou
Proceedings of Neuro-Nımes 91 (8), 12, 1991
9381991
Comparison of learning algorithms for handwritten digit recognition
Y LeCun, L Jackel, L Bottou, A Brunot, C Cortes, J Denker, H Drucker, ...
International conference on artificial neural networks 60 (1), 53-60, 1995
9281995
Fast kernel classifiers with online and active learning.
A Bordes, S Ertekin, J Weston, L Botton, N Cristianini
Journal of machine learning research 6 (9), 2005
8802005
Learning algorithms for classification: A comparison on handwritten digit recognition
Y LeCun, LD Jackel, L Bottou, C Cortes, JS Denker, H Drucker, I Guyon, ...
Neural networks: the statistical mechanics perspective 261 (276), 2, 1995
8131995
Online algorithms and stochastic approximations
L Bottou
Online learning in neural networks, 1998
8101998
Local learning algorithms
L Bottou, V Vapnik
Neural computation 4 (6), 888-900, 1992
7971992
Counterfactual Reasoning and Learning Systems: The Example of Computational Advertising.
L Bottou, J Peters, J Quiñonero-Candela, DX Charles, DM Chickering, ...
Journal of Machine Learning Research 14 (11), 2013
7792013
Convergence properties of the k-means algorithms
L Bottou, Y Bengio
Advances in neural information processing systems 7, 1994
7611994
Large scale transductive SVMS.
R Collobert, F Sinz, J Weston, L Bottou, T Joachims
Journal of Machine Learning Research 7 (8), 2006
6322006
Parallel support vector machines: The cascade SVM
H Graf, E Cosatto, L Bottou, I Dourdanovic, V Vapnik
Advances in neural information processing systems 17, 2004
6262004
Large scale online learning
L Bottou, Y Cun
Advances in neural information processing systems 16, 2003
5982003
Stochastic learning
L Bottou
Summer School on Machine Learning, 146-168, 2003
5642003
Learning on the border: active learning in imbalanced data classification
S Ertekin, J Huang, L Bottou, L Giles
Proceedings of the sixteenth ACM conference on Conference on information and …, 2007
5602007
Support vector machine solvers
L Bottou, CJ Lin
5312007
Unifying distillation and privileged information
D Lopez-Paz, L Bottou, B Schölkopf, V Vapnik
arXiv preprint arXiv:1511.03643, 2015
5092015
Advances in neural information processing systems 17: proceedings of the 2004 conference
LK Saul, Y Weiss, L Bottou
MIT Press, 2005
4892005
SGD-QN: Careful quasi-Newton stochastic gradient descent
A Bordes, L Bottou, P Gallinari
Journal of Machine Learning Research 10, 1737-1754, 2009
4592009
Trading convexity for scalability
R Collobert, F Sinz, J Weston, L Bottou
Proceedings of the 23rd international conference on Machine learning, 201-208, 2006
4402006
Neural networks: Tricks of the trade
Y LeCun, L Bottou, GB Orr, KR Müller
Springer Lecture Notes in Computer Sciences 1524 (5-50), 6, 1998
4351998
Toward automatic phenotyping of developing embryos from videos
F Ning, D Delhomme, Y LeCun, F Piano, L Bottou, PE Barbano
IEEE Transactions on Image Processing 14 (9), 1360-1371, 2005
4082005
Advances in neural information processing systems
J Snoek, H Larochelle, RP Adams, F Pereira, CJC Burges, L Bottou, ...
Practical Bayesian optimization of machine learning algorithms, 2951-9, 2012
3882012
From machine learning to machine reasoning: An essay
L Bottou
Machine learning 94, 133-149, 2014
3842014
High quality document image compression with" DjVu"
L Bottou, P Haffner, PG Howard, P Simard, Y Bengio, Y Le Cun
Journal of Electronic Imaging 7 (3), 410-425, 1998
3841998
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