Continuous Optimization

Fast Kernel Learning for Multidimensional Pattern Extrapolation NeurIPS 2014 FAST LABEL: Easy and Efficient Solution of Joint Multi-Label and Estimation Problems CVPR 2014 Fast matrix completion without the condition number COLT 2014 Finito: A faster, permutable incremental gradient method for big data problems ICML 2014 Forward-Backward Greedy Algorithms for General Convex Smooth Functions over A Cardinality Constraint ICML 2014 FuSSO: Functional Shrinkage and Selection Operator AISTATS 2014 Generalized Dantzig Selector: Application to the k-support norm NeurIPS 2014 Generalized Higher-Order Orthogonal Iteration for Tensor Decomposition and Completion NeurIPS 2014 Generalized Nonconvex Nonsmooth Low-Rank Minimization CVPR 2014 Globally Convergent Parallel MAP LP Relaxation Solver using the Frank-Wolfe Algorithm ICML 2014 Iteration Complexity of Feasible Descent Methods for Convex Optimization JMLR 2014 l0 Norm Based Dictionary Learning by Proximal Methods with Global Convergence CVPR 2014 Learning Graphical Models With Hubs JMLR 2014 Learning Mixed Multinomial Logit Model from Ordinal Data NeurIPS 2014 Learning to locate from demonstrated searches RSS 2014 Linear Time Solver for Primal SVM ICML 2014 Linear-time training of nonlinear low-dimensional embeddings AISTATS 2014 Local Linear Convergence of Forward--Backward under Partial Smoothness NeurIPS 2014 Local Ordinal Embedding ICML 2014 Low Rank Approximation Lower Bounds in Row-Update Streams NeurIPS 2014 Making the Most of Bag of Words: Sentence Regularization with Alternating Direction Method of Multipliers ICML 2014 Manopt, a Matlab Toolbox for Optimization on Manifolds JMLR 2014 Margins, Kernels and Non-linear Smoothed Perceptrons ICML 2014 Matrix Completion with the Trace Norm: Learning, Bounding, and Transducing JMLR 2014 Memory Efficient Kernel Approximation ICML 2014