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Continuous Optimization

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A novel greedy algorithm for Nyström approximation AISTATS 2011
Variable Sparsity Kernel Learning JMLR 2011
Convex envelopes of complexity controlling penalties: the case against premature envelopment AISTATS 2011
Convergent Decomposition Solvers for Tree-reweighted Free Energies AISTATS 2011
Optimal aggregation of affine estimators COLT 2011
Greedy Algorithms for Structurally Constrained High Dimensional Problems NIPS 2011
Statistical Optimization of Non-Negative Matrix Factorization AISTATS 2011
Learning Scale Free Networks by Reweighted $\ell_1$ regularization AISTATS 2011
Approximate Model Selection for Large Scale LSSVM ACML 2011
A Linear Approximation for Graph-based Simultaneous Localization and Mapping RSS 2011
Phase transition in the family of p-resistances NIPS 2011
Sparse Recovery with Brownian Sensing NIPS 2011
Sparse Inverse Covariance Matrix Estimation Using Quadratic Approximation NIPS 2011
Signal Estimation Under Random Time-Warpings and Nonlinear Signal Alignment NIPS 2011
Penalty Decomposition Methods for Rank Minimization NIPS 2011
Approximating Semidefinite Programs in Sublinear Time NIPS 2011
Non-Asymptotic Analysis of Stochastic Approximation Algorithms for Machine Learning NIPS 2011
A Non-Parametric Approach to Dynamic Programming NIPS 2011
Real-time prioritized kinematic control under inequality constraints for redundant manipulators RSS 2011
Automatic Calibration of Multiple Coplanar Sensors RSS 2011
Learning Auto-regressive Models from Sequence and Non-sequence Data NIPS 2011
Projection onto A Nonnegative Max-Heap NIPS 2011
A Simpler Approach to Matrix Completion JMLR 2011
Robust Approximate Bilinear Programming for Value Function Approximation JMLR 2011
Efficient variable selection in support vector machines via the alternating direction method of multipliers AISTATS 2011