Optimization

A General Framework for Fast Stagewise Algorithms JMLR 2015 A Generalization of Submodular Cover via the Diminishing Return Property on the Integer Lattice NeurIPS 2015 A Greedy Homotopy Method for Regression with Nonconvex Constraints AISTATS 2015 A Groupwise Multilinear Correspondence Optimization for 3D Faces ICCV 2015 Algorithms for Lipschitz Learning on Graphs COLT 2015 Algorithms for the Hard Pre-Image Problem of String Kernels and the General Problem of String Prediction ICML 2015 A Linear Least-Squares Solution to Elastic Shape-From-Template CVPR 2015 A Lower Bound for the Optimization of Finite Sums ICML 2015 Alpha-Beta Divergences Discover Micro and Macro Structures in Data ICML 2015 A Metric Parametrization for Trifocal Tensors With Non-Colinear Pinholes CVPR 2015 A Modified Orthant-Wise Limited Memory Quasi-Newton Method with Convergence Analysis ICML 2015 A Multi-Plane Block-Coordinate Frank-Wolfe Algorithm for Training Structural SVMs With a Costly Max-Oracle CVPR 2015 A Multiscale Variable-Grouping Framework for MRF Energy Minimization ICCV 2015 An Accurate Iris Segmentation Framework Under Relaxed Imaging Constraints Using Total Variation Model ICCV 2015 Analysis of Robust PCA via Local Incoherence NeurIPS 2015 An Asynchronous Parallel Stochastic Coordinate Descent Algorithm JMLR 2015 A New Generalized Error Path Algorithm for Model Selection ICML 2015 An Exploration of Parameter Redundancy in Deep Networks With Circulant Projections ICCV 2015 A Nonconvex Optimization Framework for Low Rank Matrix Estimation NeurIPS 2015 An Online Learning Algorithm for Bilinear Models ICML 2015 A Normative Theory of Adaptive Dimensionality Reduction in Neural Networks NeurIPS 2015 Approximate Dynamic Programming for Two-Player Zero-Sum Markov Games ICML 2015 Approximating Sparse PCA from Incomplete Data NeurIPS 2015 A Projection Free Method for Generalized Eigenvalue Problem With a Nonsmooth Regularizer ICCV 2015 A Pseudo-Euclidean Iteration for Optimal Recovery in Noisy ICA NeurIPS 2015