Journal of Machine Learning Research1890 Submitted 12/10; Revised 10/11; Published 6/12 Regularization Techniques for Learning with Matrices Sham M. Kakade

Source URL: dept.stat.lsa.umich.edu

• Mathematical analysis
• Mathematical optimization
• Mathematics
• Convex analysis
• Convex function
• Bregman divergence
• Convex conjugate
• Lp space
• Convex optimization
• Online machine learning
• Norm
• Multiple kernel learning

4164 IEEE TRANSACTIONS ON INFORMATION THEORY, VOL. 58, NO. 7, JULY 2012 Interior-Point Methods for Full-Information and Bandit Online Learning

Source URL: www-stat.wharton.upenn.edu

• Mathematical optimization
• Convex analysis
• Operations research
• Convex optimization
• Machine learning
• Self-concordant function
• Interior point method
• Ellipsoid method
• Linear programming
• Algorithm
• Convex set
• Stability

A Lower Bound for the Optimization of Finite Sums A. Optimization of a strongly convex smooth functions The most accessible derivation of this classic lower bound (Nesterov, 2004) relies on the simplifying assumption th

Source URL: jmlr.org

Journal of Machine Learning Research–1484 Submitted 11/04; Published 9/05 Large Margin Methods for Structured and Interdependent Output Variables

Source URL: www.jmlr.org

• Mathematical optimization
• Mathematical analysis
• Analysis
• Mathematics
• Duality
• Support vector machine
• Slack variable
• Optimization problem
• Lagrange multiplier
• Perceptron
• Convex analysis
• Structured support vector machine

Regularization Paths with Guarantees for Convex Semidefinite Optimization Joachim Giesen Friedrich-Schiller-University Jena

Source URL: www.m8j.net

FAST BUNDLE-LEVEL TYPE METHODS FOR UNCONSTRAINED AND BALL-CONSTRAINED CONVEX OPTIMIZATION∗ YUNMEI CHEN† , GUANGHUI LAN ‡,

Source URL: www.ise.ufl.edu

Discussion: Latent variable graphical model selection via convex optimization

Source URL: pages.stat.wisc.edu

Bandit Smooth Convex Optimization: Improving the Bias-Variance Tradeoff Ofer Dekel Microsoft Research Redmond, WA

Source URL: tx.technion.ac.il

Static Traffic Assignment Problem. A comparison between Beckmannand Nesterov & de Palmamodels. Fabian A. Chudak, D-Wave Systems Vania Dos Santos Eleuterio, IFOR ETH Zurich

Source URL: www.strc.ch

• Transport
• Mathematical optimization
• Mathematics
• Business
• Network flow
• Operations research
• Game theory
• Road traffic management
• Route assignment
• John Glen Wardrop
• Flow network
• Convex optimization

Identifying and attacking the saddle point problem in high-dimensional non-convex optimization Razvan Pascanu Universit´e de Montr´eal

Source URL: arxiv.org