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Optimization

14207 directly classified papers

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Papers

The Complexity of Learning Halfspaces using Generalized Linear Methods COLT 2014
Logistic Regression: Tight Bounds for Stochastic and Online Optimization COLT 2014
Learning Sparsely Used Overcomplete Dictionaries COLT 2014
Open Problem: A (Missing) Boosting-type Convergence Result for AdaBoost.MH with Factorized Multi-class Classifiers COLT 2014
Open Problem: Tightness of maximum likelihood semidefinite relaxations COLT 2014
Convex Deep Learning via Normalized Kernels NIPS 2014
The Coherent Loss Function for Classification ICML 2014
Accelerated Proximal Stochastic Dual Coordinate Ascent for Regularized Loss Minimization ICML 2014
Towards Minimax Online Learning with Unknown Time Horizon ICML 2014
Learning Theory and Algorithms for revenue optimization in second price auctions with reserve ICML 2014
Efficient Approximation of Cross-Validation for Kernel Methods using Bouligand Influence Function ICML 2014
Forward-Backward Greedy Algorithms for General Convex Smooth Functions over A Cardinality Constraint ICML 2014
Coordinate-descent for learning orthogonal matrices through Givens rotations ICML 2014
Hamiltonian Monte Carlo Without Detailed Balance ICML 2014
Stochastic Dual Coordinate Ascent with Alternating Direction Method of Multipliers ICML 2014
Structured Prediction via Output Space Search JMLR 2014
pystruct - Learning Structured Prediction in Python JMLR 2014
An Efficient Approach for Assessing Hyperparameter Importance ICML 2014
Scalable Semidefinite Relaxation for Maximum A Posterior Estimation ICML 2014
On p-norm Path Following in Multiple Kernel Learning for Non-linear Feature Selection ICML 2014
Safe Screening with Variational Inequalities and Its Application to Lasso ICML 2014
Signal recovery from Pooling Representations ICML 2014
Recovery of Coherent Data via Low-Rank Dictionary Pursuit NIPS 2014
Fast large-scale optimization by unifying stochastic gradient and quasi-Newton methods ICML 2014
Efficient Learning of Mahalanobis Metrics for Ranking ICML 2014