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convex optimization

1320 papers

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Also known as

ACO ADMM CO OCO

Co-occurring keywords

stochastic optimization (1060) convergence rate (606) stochastic gradient descent (1088) gradient descent (1143) online learning (1770) support vector machine (976) matrix completion (356) regret bound (1918) kernel methods (1096) sparse optimization (246)

Papers

Semi-Supervised Learning with Adversarially Missing Label Information NIPS 2010
A POMDP Extension with Belief-dependent Rewards NIPS 2010
Fast global convergence rates of gradient methods for high-dimensional statistical recovery NIPS 2010
A Quasi-Newton Approach to Nonsmooth Convex Optimization Problems in Machine Learning JMLR 2010
A Family of Penalty Functions for Structured Sparsity NIPS 2010
Throttling Poisson Processes NIPS 2010
Efficient algorithms for learning kernels from multiple similarity matrices with general convex loss functions NIPS 2010
Distributed Dual Averaging In Networks NIPS 2010
Learning To Count Objects in Images NIPS 2010
Spectral Regularization Algorithms for Learning Large Incomplete Matrices JMLR 2010
Semi-Supervised Learning via Generalized Maximum Entropy AISTATS 2010
Robust PCA via Outlier Pursuit NIPS 2010
On the Convexity of Latent Social Network Inference NIPS 2010
Nonparametric Density Estimation for Stochastic Optimization with an Observable State Variable NIPS 2010
Near-Optimal Evasion of Convex-Inducing Classifiers AISTATS 2010
Learning Bayesian Network Structure using LP Relaxations AISTATS 2010
Moreau-Yosida Regularization for Grouped Tree Structure Learning NIPS 2010
Lower Bounds on Rate of Convergence of Cutting Plane Methods NIPS 2010
Consensus-Based Distributed Support Vector Machines JMLR 2010
Dual Averaging Methods for Regularized Stochastic Learning and Online Optimization JMLR 2010
Sparse Semi-supervised Learning Using Conjugate Functions JMLR 2010
Generalized roof duality and bisubmodular functions NIPS 2010
Learning Multiple Tasks using Manifold Regularization NIPS 2010
Factorized Latent Spaces with Structured Sparsity NIPS 2010
Sparse Metric Learning via Smooth Optimization NIPS 2009