Optimization Methods (101)

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What cannot be learned with Bethe Approximations

Amir Globerson

Jan 16, 2013

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3677 views

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06:35

Welcome to ROKS 2013

Johan Suykens

Aug 26, 2013

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3838 views

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05:41

Welcome

Oct 13, 2014

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1516 views

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01:07:45

Using Interior Point Methods for Optimization in Training Very Large Scale Suppo...

Jacek Gondzio

Aug 26, 2009

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8038 views

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17:12

Tree Based Ensemble Models Regularization by Convex Optimization

Bertrand Cornelusse

Jan 19, 2010

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3913 views

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01:25:34

Tools and Techniques for Sparse Optimization and Beyond

Ewout van den Berg

Oct 13, 2014

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1979 views

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39:49

The Parameter Server

Alex Smola

Jan 16, 2013

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9389 views

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26:42

The Graph-guided Group Lasso

Zi Wang

Aug 26, 2013

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4057 views

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25:02

The First-Order View of Boosting Methods: Computational Complexity and Connectio...

Paul Grigas

Aug 26, 2013

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3249 views

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01:26:42

Theano: a Fast Python Library for Modelling and Training

Pascal Lamblin

Oct 13, 2014

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3610 views

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24:43

Surrogate-Based Optimization at ONERA: Some Recent Examples

Mickaël Meunier

Jul 20, 2009

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4735 views

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51:21

Surrogate-based Constrained Multi-Objective Optimization

Alexander Forrester

Jul 20, 2009

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8225 views

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49:37

Surrogate Assisted Optimization Methods: Recent Developments and Challenges

Tapabrata Ray

Jul 20, 2009

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5604 views

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20:34

Super-Linear Convergence of Dual Augmented Lagrangian Algorithm for Sparse Learn...

Ryota Tomioka

Jan 19, 2010

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7465 views

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17:32

Subspace Learning

Alessandro Rudi

Aug 26, 2013

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5495 views

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57:29

Submodularity and Discrete Convexity

Satoru Fujishige

Jan 16, 2013

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9060 views

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28:27

Structured Low-Rank Approximation as Optimization on a Grassmann Manifold

Konstantin Usevich

Aug 26, 2013

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4497 views

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01:54:41

Stochastic Search Methods

Bogdan Filipič

Feb 25, 2007

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10674 views

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24:38

Stochastic Methods for L1 Regularized Loss Minimization

Ambuj Tewari

Aug 26, 2009

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4151 views

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17:48

Stochastic Dual Coordinate Ascent Methods for Regularized Loss Minimization

Shai Shalev-Shwartz

Jan 16, 2013

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3679 views