Stochastic gradient descent

Results: 144



#Item
91Mathematics / Filter / Stochastic gradient descent / Part-based models / Statistics / Statistical classification / Support vector machine

1 Object Detection with Discriminatively Trained Part Based Models Pedro F. Felzenszwalb, Ross B. Girshick, David McAllester and Deva Ramanan Abstract—We describe an object detection system based on mixtures of multis

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Source URL: www.cs.berkeley.edu

Language: English - Date: 2013-05-01 18:04:34
92Convex analysis / Operations research / Convex optimization / Convex function / Big O notation / Gradient descent / Mathematical optimization / Mathematical analysis / Numerical analysis

JMLR: Workshop and Conference Proceedings[removed]–436 24th Annual Conference on Learning Theory Beyond the regret minimization barrier: an optimal algorithm for stochastic strongly-convex optimization

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Source URL: www.jmlr.org

Language: English - Date: 2012-01-02 12:01:13
93Linear algebra / Matrix theory / Stochastic gradient descent / Limited-memory BFGS / Léon Bottou / Matrix / Eigenvalues and eigenvectors / Mathematical optimization / Algebra / Mathematics / Stochastic optimization

Journal of Machine Learning Research[removed]1754 Submitted 1/09; Revised 4/09; Published 7/09 SGD-QN: Careful Quasi-Newton Stochastic Gradient Descent Antoine Bordes∗

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Source URL: eprints.pascal-network.org

Language: English - Date: 2010-02-26 11:07:32
94Operations research / Convex optimization / Gradient descent / Subgradient method / Perceptron / Stochastic gradient descent / Gradient method / BFGS method / Numerical analysis / Mathematical optimization / Stochastic optimization

Adaptive Subgradient Methods Adaptive Subgradient Methods for Online Learning and Stochastic Optimization∗ John Duchi

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Source URL: www.magicbroom.info

Language: English - Date: 2012-09-24 14:25:51
95Statistics / Electronics / Computational neuroscience / Computational statistics / Graphics hardware / FLOPS / Quantization / Parallel computing / Speech recognition / Neural networks / Computing / Digital signal processing

INTERSPEECH[removed]Bit Stochastic Gradient Descent and its Application to Data-Parallel Distributed Training of Speech DNNs Frank Seide1 , Hao Fu1,2 , Jasha Droppo3 , Gang Li1 , and Dong Yu3 1

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Source URL: research.microsoft.com

Language: English - Date: 2014-09-23 19:30:18
96Computational statistics / Neural networks / Statistical theory / Econometrics / Fisher information / Stochastic gradient descent / Loss function / Perceptron / Yann LeCun / Statistics / Machine learning / Estimation theory

No More Pesky Learning Rates Tom Schaul Sixin Zhang Yann LeCun Courant Institute of Mathematical Sciences

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Source URL: yann.lecun.com

Language: English - Date: 2013-06-04 12:26:23
97Pose / Robot control / Graph / Tree / Mathematics / Decomposition method / Computer vision / Artificial intelligence / Constraint programming

Weak Constraints Network Optimiser Cyrille Berger Abstract— We present a general framework to estimate the parameters of both a robot and landmarks in 3D. It relies on the use of a stochastic gradient descent method fo

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Source URL: www.ida.liu.se

Language: English - Date: 2012-10-09 04:46:25
98Gradient descent / Gradient / Numerical analysis / Mathematical analysis / Mathematics

Hogwild!: A Lock-Free Approach to Parallelizing Stochastic Gradient Descent Feng Niu, Benjamin Recht, Christopher R´e and Stephen J. Wright Computer Sciences Department, University of Wisconsin-Madison 1210 W Dayton St,

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Source URL: pages.cs.wisc.edu

Language: English - Date: 2011-11-11 14:41:37
99Estimation theory / Parametric statistics / Stochastic gradient descent / Support vector machine / Linear regression / Statistics / Econometrics / Regression analysis

Statistical Tests for Optimization Efficiency Levi Boyles, Anoop Korattikara, Deva Ramanan, Max Welling Department of Computer Science University of California, Irvine Irvine, CA[removed]

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Source URL: www.ics.uci.edu

Language: English - Date: 2011-10-27 18:24:55
100Mathematical optimization / Machine learning / Computational statistics / Stochastic gradient descent / Gradient descent / Backpropagation / Stochastic approximation / Perceptron / Supervised learning / Numerical analysis / Stochastic optimization / Neural networks

Stochastic Gradient Descent Tricks L´eon Bottou Microsoft Research, Redmond, WA [removed] http://leon.bottou.org

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Source URL: research.microsoft.com

Language: English - Date: 2013-12-23 10:50:47
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