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Gradient analysis
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21	Under review as a conference paper at ICLRU NIVERSALITY IN HALTING TIME AND ITS APPLICATIONS IN OPTIMIZATION Levent Sagun, Thomas Trogdon & Yann LeCun Courant Institute of Mathematical Sciences Add to Reading List Source URL: dl.dropboxusercontent.com Language: English Statistics Mathematical analysis Probability Probability distributions Kurtosis Skewness Deep learning Gradient descent Normal distribution
22	Revisiting natural gradient for deep networks Yoshua Bengio Universit´e de Montr´eal Montr´eal QC H3C 3J7 Canada Add to Reading List Source URL: arxiv.org Language: English - Date: 2014-02-18 01:51:44 Numerical analysis Mathematical analysis Mathematics Estimation theory Numerical linear algebra M-estimators Stochastic optimization Conjugate gradient method Nonlinear conjugate gradient method Gradient descent Gradient method Hessian matrix
23	Trust Region Policy Optimization arXiv:1502.05477v4 [cs.LG] 6 Jun 2016 John Schulman JOSCHU @ EECS . BERKELEY. EDU Add to Reading List Source URL: arxiv.org Language: English - Date: 2016-06-06 20:48:19 Numerical analysis Applied mathematics Statistics Markov models Mathematical optimization Operations research Reinforcement learning Expectationmaximization algorithm Sine Proximal gradient method Gradient method Loss function
24	Batch-Incremental vs. Instance-Incremental Learning in Dynamic and Evolving Data Jesse Read1 , Albert Bifet2 , Bernhard Pfahringer2 , Geoff Holmes2 1 Department of Signal Theory and Communications Add to Reading List Source URL: users.ics.aalto.fi Language: English - Date: 2012-10-25 03:54:39 Statistics Machine learning Learning Artificial intelligence Statistical classification Data mining Concept drift Massive Online Analysis K-nearest neighbors algorithm Support vector machine Stochastic gradient descent Batch processing
25	1017 Documenta Math. A Remark on the Gradient Map Add to Reading List Source URL: documenta.sagemath.org Language: English - Date: 2014-09-02 17:39:34 Mathematical analysis Mathematics Operator theory Differential forms Lie groups Complex analysis Closed and exact differential forms Lemmas Lie algebra Differential forms on a Riemann surface Beltrami equation
26	Bundle Adjustment and SLAM Add to Reading List Source URL: www.cvg.ethz.ch Language: English - Date: 2016-04-12 09:40:24 Mathematical analysis Numerical analysis Analysis Bundle adjustment Cartography Geodesy Photogrammetry Surveying Mathematical optimization Gradient descent Taylor series
27	Computational Science and Engineering (Int. Master’s Program) ¨ Technische Universit¨at Munchen Master’s thesis in Computational Science and Engineering Add to Reading List Source URL: www5.in.tum.de Language: English Numerical analysis Mathematics Numerical linear algebra Mathematical analysis Preconditioner Iterative method Truncated Newton method Conjugate gradient method BroydenFletcherGoldfarbShanno algorithm Mathematical optimization Backpropagation GaussNewton algorithm
28	CS168: The Modern Algorithmic Toolbox Lecture #6: Stochastic Gradient Descent and Regularization Tim Roughgarden & Gregory Valiant∗ April 13, 2016 Add to Reading List Source URL: theory.stanford.edu Language: English - Date: 2016-06-04 09:49:44 Statistics Numerical analysis Mathematics Computational statistics Regression analysis Econometrics Convex optimization Estimation theory Stochastic gradient descent Gradient descent Linear regression Mathematical optimization
29	MITSUBISHI ELECTRIC RESEARCH LABORATORIES http://www.merl.com Nonsymmetric preconditioning for conjugate gradient and steepest descent methods Bouwmeester, H.; Dougherty, A.; Knyazev, A. Add to Reading List Source URL: www.merl.com Language: English - Date: 2016-05-18 10:00:44 Numerical analysis Numerical linear algebra LOBPCG Preconditioner Multigrid method Conjugate gradient method Hypre Lis Symmetric successive overrelaxation Iterative method Gradient descent Relaxation
30	JMLR: Workshop and Conference Proceedings vol 40:1–46, 2015 Escaping From Saddle Points – Online Stochastic Gradient for Tensor Decomposition Rong Ge Add to Reading List Source URL: jmlr.org Language: English - Date: 2015-07-20 20:08:36 Mathematical analysis Numerical analysis Mathematical optimization Multivariable calculus Convex analysis Stochastic optimization Convex optimization Stochastic gradient descent Hessian matrix Gradient descent Lagrange multiplier Higher-order singular value decomposition

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