My work on large scale learning and stochastic gradient algorithms has received attention in the recent years. BibTeX; RIS; RDF N-Triples; RDF/XML; XML; dblp key: conf/icml/ArjovskySB16; ask others. The following articles are merged in Scholar. Merged citations . MIT Press, Cambridge, MA, 2004. Léon Bottou (born 1965) is a researcher best known for his work in machine learning and data compression. This "Cited by" count includes citations to the following articles in Scholar. 2018. Talks. Sidebar. (2008): The Tradeoffs of Large Scale Learning, In Advances in Neural Information Processing Systems, vol.20, 161-168. User Tools. Publications. Syntactic pattern recognition and applications. For instance, we can build an optical … Learning System … In 1996, he joined AT&T Labs and worked primarily on the DjVu image compression technology,[3] that is used by some websites, notably the Internet Archive, to distribute scanned documents. Free software. COMPSTAT (2010), 177--186. It also includes much simpler manipulations commonly used to build large learning systems. Google Scholar; Andrew W Appel. This page contains pointers to my most significant lectures. New citations to this … Proceedings of the IEEE, 86(11):2278-2324, 1998. Their combined citations are counted only for the first article. ACM Transactions on Architecture and Code Optimization (TACO) 9, 1 (2012), 2. Add co-authors Co-authors. Highly Influential Citations 7,855. This "Cited by" count includes citations to the following articles in Scholar. Lisp and Symbolic Computation, 2(2): 153-162, 1989. Projects. His work presents stochastic gradient descent as a fundamental learning algorithm. Download PDF Abstract: We look at the eigenvalues of the Hessian of a loss function before and after training. Welcome I am a research scientist with broad interests in machine learning and artificial intelligence. Gradient-based learning applied to document recognition. … Talks. New articles by this author. Their combined citations are counted only for the first article. Claim Author Page. New citations to this … IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June … leon.bottou.org. This "Cited by" count includes citations to the following articles in Scholar. Google Scholar ; Ji Liu and … Second, classical optimization theory is far from enough to explain many phenomena. Neural machine translation by jointly learning to align and translate. Search. Vitae. Google Scholar . Sidebar. Merged citations . Runtime tags aren't necessary. Large-Scale Machine Learning with Stochastic Gradient Descent. Skip to search form Skip to main content > Semantic Scholar's Logo. Gabriella Csurka, Christopher R. Dance, Lixin Fan, Jutta Willamowski, and Cédric Bray. Follow this author. 1998. In In Workshop on Statistical Learning in Computer Vision, ECCV, pages 1–22, 2004. Research. The ones marked, Proceedings of the IEEE 86 (11), 2278-2324, R Collobert, J Weston, L Bottou, M Karlen, K Kavukcuoglu, P Kuksa, Journal of machine learning research 12 (ARTICLE), 2493− 2537, International Conference on Machine Learning, 214-223, Neural networks: Tricks of the trade, Lecture Notes in Computer Science LNCS …, Proceedings of the IEEE conference on computer vision and pattern …. Peter L. Bartlett, Fernando C. N. Pereira, Christopher J. C. Burges, Léon Bottou, Kilian Q. Weinberger: Advances in Neural Information Processing Systems 25: 26th Annual Conference on Neural Information Processing Systems 2012. Publications. Upload PDF. Y LeCun, LD Jackel, L Bottou, A Brunot, C Cortes, J Denker, H Drucker, ... International conference on artificial neural networks 60, 53-60, Shape, contour and grouping in computer vision, 319-345, New articles related to this author's research, Gradient-based learning applied to document recognition, Natural language processing (almost) from scratch, Wasserstein generative adversarial networks, Large-scale machine learning with stochastic gradient descent, Learning and transferring mid-level image representations using convolutional neural networks, Signature verification using a “siamese” time delay neural network, Optimization methods for large-scale machine learning, Learning methods for generic object recognition with invariance to pose and lighting, Online learning and stochastic approximations, Towards principled methods for training generative adversarial networks, Comparison of classifier methods: a case study in handwritten digit recognition, Fast kernel classifiers with online and active learning, Comparison of learning algorithms for handwritten digit recognition, Is object localization for free?-weakly-supervised learning with convolutional neural networks, Object recognition with gradient-based learning. Upload PDF. The ones marked * may be different from the article in the profile. Search. Add co-authors Co-authors. The following articles are merged in Scholar. GDBBP16. This "Cited by" count includes citations to the following articles in Scholar. Optimization is a critical component in deep learning. electronic edition @ mlr.press (open access) no references & citations available . Site Tools. The ones marked * may be different from the article in the profile. Add co-authors Co-authors. New citations to this … Gradient-based learning applied to document recognition. We think optimization for neural networks is an interesting topic for theoretical research due to various reasons. I am also known for the DjVu document compression system. L. Bottou. This "Cited by" count includes citations to the following articles in Scholar. [clarification needed] He is also one of the main creators of the DjVu image compression technology (together with Yann LeCun and Patrick Haffner), and the maintainer of DjVuLibre, the open source implementation of DjVu. Authors: Leon Bottou. Google Scholar; Yann LeCun, Léon Bottou, Yoshua Bengio, and Patrick Haffner. New articles by this author. The eigenvalue distribution is seen to be composed of two parts, the bulk which is concentrated around zero, and the edges which are scattered away from zero. PDF Restore Delete Forever. Table of Contents. PDF Restore Delete Forever. Citations 4,838. This "Cited by" count includes citations to the following articles in Scholar. He obtained the Diplôme d'Ingénieur from École Polytechnique in 1987, a Magistère de Mathématiques Fondamentales et Appliquées et d’Informatique from École Normale Supérieure in 1988 and a PhD from Université Paris-Sud in 1991. Authors: Levent Sagun, Leon Bottou, Yann LeCun. Their combined citations are counted only for the first article. MathSciNet Google Scholar BOTTOU, L. and BOUSQUET, O. Real-Time Multiple People Tracking with Deeply Learned Candidate Selection and Person Re-Identification. Search. Add co-authors Co-authors. K.S. New citations to this … arXiv preprint arXiv:1409.0473, 2014. Add co-authors Co-authors. Their combined citations are counted only for the first article. Home. Research software. Projects. Training linear SVMs in linear time. Follow this author. New articles by this author. Conference on Neural Information Processing Systems, International Conference on Machine Learning, Transactions on Pattern Analysis and Machine Intelligence, https://en.wikipedia.org/w/index.php?title=Léon_Bottou&oldid=990194027, Wikipedia articles needing clarification from September 2019, Articles with unsourced statements from March 2016, Wikipedia articles with SUDOC identifiers, Wikipedia articles with WORLDCATID identifiers, Creative Commons Attribution-ShareAlike License, This page was last edited on 23 November 2020, at 09:49. New citations to this … Bordes, A., Bottou, L., Gallinari, P.: SGD-QN: Careful quasi-Newton stochastic gradient descent. PDF Restore Delete Forever. He is the original developer of the Lush programming language. The BackPropagation CookBook (NIPS Workshop 1996) Graph Transformer Networks (ICML Workshop 2001) DjVu: Scanned Documents on the Web … Follow this author. PDF Restore Delete Forever. The following articles are merged in Scholar. Proceedings of the 12th IAPR International Conference on Pattern Recognition …, Journal of Machine Learning Research 6 (Sep), 1579-1619. Their combined citations are counted only for the first article. Iván González … This paper attempts to show that for recognizing simple objects with high shape variability such as handwritten characters, it is possible, and even advantageous, to feed the system directly with minimally processed images and to rely on learning to extract the right set of features. 2012. The ones marked * may be different from the article in the profile. Proc. Google Scholar; Yunpeng Li and Daniel P Huttenlocher. New articles by this author. First, its tractability despite non-convexity is an intriguing question and may greatly expand our understanding of tractable problems. In 2010 he joined the Microsoft adCenter in Redmond, Washington, and in 2012 became a Principal Researcher at Microsoft Research in New York City. Projects. Merged citations. Merged citations. The ones marked * may be different from the article in the profile. Publications. Follow this author. Léon Bottou, Martín Arjovsky, David Lopez-Paz, Maxime Oquab: Geometrical Insights for Implicit Generative Modeling. Upload PDF. Upload PDF. Follow this author. Prentice Hall, 1982. zbMATH Google Scholar. Upload PDF. Sign In Create Free Account. Follow this author. Merged citations. New articles by this author. Search. Download PDF Abstract: A plausible definition of "reasoning" could be "algebraically manipulating previously acquired knowledge in order to answer a new question". Merged citations . New articles by this author. Lush: complete prototyping environment. Skip to search form Skip to main content Semantic Scholar. He was program chair of the 2013 Conference on Neural Information Processing Systems and the 2009 International Conference on Machine Learning. 2010. Publications 29. h-index 12. Try again later. The system can't perform the operation now. User Tools. Semantic Scholar profile for L. Bottou, with 7855 highly influential citations and 167 scientific research papers. Sidebar. PDF Restore Delete Forever. Google Scholar; Dzmitry Bahdanau, Kyunghyun Cho, and Yoshua Bengio. The ones marked * may be different from the article in the profile. Claim … Research. leon.bottou.org. [5] He developed the open source software LaSVM for fast large-scale support vector machine, and stochastic gradient descent software for training linear SVM and Conditional Random Fields. All the slides are available under both the PDF and DjVu formats. CoRR abs/1712.07822 (2017) 2016 [c2] view. Add co-authors Co-authors. The following articles are merged in Scholar. lecture Awards Session as presenter at 26th International Conference on Machine Learning (ICML), Montreal 2009, together with: Michael Littman (moderator), Yann LeCun (presenter), Andrea Pohoreckyj Danyluk (presenter), Thorsten Joachims, 4159 views Finding an appropriate set of features is an essential problem in the design of shape recognition systems. Highly … New articles by this author. Vitae. Add co-authors Co-authors. J Bromley, JW Bentz, L Bottou, I Guyon, Y LeCun, C Moore, E Säckinger, ... International Journal of Pattern Recognition and Artificial Intelligence 7 …, Neural Information Processing Systems 20, 161-168, Proceedings of the 2004 IEEE Computer Society Conference on Computer Vision …, On-line learning in neural networks 17 (9), 142, Neural networks: Tricks of the trade, 421-436. PDF Restore Delete Forever. IEEE 86, 11 (1998), 2278--2324. [1] in 1992, he returned to France and founded Neuristique S.A., a company that produced machine learning tools and one of the first data mining software packages. DjVuLibre: free implementation of DjVu. The following articles are merged in Scholar. Upload PDF. This "Cited by" count includes citations to the following articles in Scholar. New citations to this … Research. leon.bottou.org. Léon Bottou was born in France in 1965. Upload PDF. Follow this author. When prefetching works, when it doesn't, and why. You are currently offline. In IEEE International Conference on Multimedia and Expo (ICME). PDF Restore Delete Forever. Add co-authors Co-authors. Their combined citations are counted only for the first article. My main research interest involves statistical learning systems, that is, computer programs able to learn relations between certain data on the basis of a collection of examples. This "Cited by" count includes citations to the following articles in Scholar. L. Bottou. Google Scholar; Long Chen, Haizhou Ai, Zijie Zhuang, and Chong Shang. Upload PDF. New citations to this … TL3: very compact lisp interpreter. Search. export record. FAQ About Contact • Sign In Create Free Account. Some features of the site may not work correctly. Free software. The ones marked * may be different from the article in the profile. The following articles are merged in Scholar. Google Scholar; Yann LeCun, Léon Bottou, Yoshua Bengio, and Patrick Haffner. This work is illustrated by experiments carried … Their combined citations are counted only for the first article. The ones marked * may be different from the article in the profile. Merged citations . My contributions include both theoretical aspects and real-life applications. The following articles are merged in Scholar. Projects. Talks. Between 2002 and 2010, he was a research scientist at NEC Laboratories in Princeton, New Jersey, where he focused on the theory and practice of machine learning with large-scale datasets,[4] on-line learning, and stochastic optimization methods.
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