Bandit Convex Optimization: Towards Tight Bounds Kfir Y. Levy Technion—Israel Institute of Technology Haifa 32000, Israel

Source URL: papers.nips.cc

Convex Optimization Lieven Vandenberghe University of California, Los Angeles Tutorial lectures, Machine Learning Summer School University of Cambridge, September 3-4, 2009

Source URL: mlg.eng.cam.ac.uk

Scalable Semidefinite Relaxation for Maximum A Posterior Estimation

Source URL: geometry.stanford.edu

• Mathematical optimization
• Operations research
• Mathematical analysis
• Linear programming
• Convex optimization
• Real algebraic geometry
• Semidefinite programming
• Relaxation
• Approximation algorithm
• Nonlinear programming
• Duality
• Quadratically constrained quadratic program

FINDING LOW-RANK SOLUTIONS OF SPARSE LINEAR MATRIX INEQUALITIES USING CONVEX OPTIMIZATION RAMTIN MADANI, GHAZAL FAZELNIA, SOMAYEH SOJOUDI AND JAVAD LAVAEI ∗

Source URL: www.ieor.berkeley.edu

Consistent Shape Maps via Semidefinite Programming∗ Qi-Xing Huang and Leonidas Guibas Computer Science Department, Stanford University, Stanford, CA October 15, 2013 Abstract

Source URL: geometry.stanford.edu

• Operations research
• Mathematical optimization
• Matrix theory
• Real algebraic geometry
• Linear algebra
• Matrix
• Semidefinite programming
• Linear programming
• Convex function
• Eigenvalues and eigenvectors
• Distance matrix
• Matrix completion

Near-Optimal Evasion of Convex-Inducing Classifiers Blaine Nelson1 Benjamin I. P. Rubinstein1 Ling Huang2 Anthony D. Joseph1,2

Source URL: jmlr.csail.mit.edu

• Statistical classification
• Operations research
• Convex analysis
• Mathematical optimization
• Support vector machine
• Linear classifier
• Ellipsoid method
• Convex optimization
• Convex function

Math. Program., Ser. A DOIs10107FULL LENGTH PAPER Convex optimization methods for dimension reduction and coefficient estimation in multivariate linear

Source URL: pages.stat.wisc.edu

Sparse Online Learning via Truncated Gradient John Langford Yahoo! Research

Source URL: hunch.net

• Machine learning
• Computational statistics
• Convex optimization
• Mathematical optimization
• Statistical classification
• Support vector machine
• Stochastic gradient descent
• Lasso
• Vowpal Wabbit
• Least squares
• Artificial neural network
• Gradient descent

Convex Partitions with 2-Edge Connected Dual Graphs Marwan Al-Jubeh∗ Michael Hoffmann† Diane L. Souvaine∗

Source URL: www.cs.rpi.edu

• Mathematics
• Graph theory
• Elementary geometry
• Graph connectivity
• Combinatorial optimization
• Graph operations
• Planar graphs
• Dual graph
• Graph
• Line segment
• Cut
• Bridge

Optimization Methods and Software Vol. 00, No. 00, Month 200x, 1–15 RESEARCH ARTICLE Automatic robust convex programming Johan L¨ofberg∗

Source URL: users.isy.liu.se