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Continuous Optimization

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Papers

Joint Geodesic Upsampling of Depth Images CVPR 2013
A Method of Perceptual-Based Shape Decomposition ICCV 2013
Linearized Alternating Direction Method with Parallel Splitting and Adaptive Penalty for Separable Convex Programs in Machine Learning ACML 2013
A message-passing algorithm for multi-agent trajectory planning NIPS 2013
Optimization, Learning, and Games with Predictable Sequences NIPS 2013
Robust Data-Driven Dynamic Programming NIPS 2013
Reconciling "priors" & "priors" without prejudice? NIPS 2013
Robust Transfer Principal Component Analysis with Rank Constraints NIPS 2013
When in Doubt, SWAP: High-Dimensional Sparse Recovery from Correlated Measurements NIPS 2013
Recurrent networks of coupled Winner-Take-All oscillators for solving constraint satisfaction problems NIPS 2013
On Algorithms for Sparse Multi-factor NMF NIPS 2013
Sinkhorn Distances: Lightspeed Computation of Optimal Transport NIPS 2013
Linear decision rule as aspiration for simple decision heuristics NIPS 2013
Minimax Optimal Algorithms for Unconstrained Linear Optimization NIPS 2013
A New Convex Relaxation for Tensor Completion NIPS 2013
Curvature and Optimal Algorithms for Learning and Minimizing Submodular Functions NIPS 2013
Bayesian optimization explains human active search NIPS 2013
Learning with Invariance via Linear Functionals on Reproducing Kernel Hilbert Space NIPS 2013
Polar Operators for Structured Sparse Estimation NIPS 2013
The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited NIPS 2013
Fantope Projection and Selection: A near-optimal convex relaxation of sparse PCA NIPS 2013
Data-driven Distributionally Robust Polynomial Optimization NIPS 2013
Faster Ridge Regression via the Subsampled Randomized Hadamard Transform NIPS 2013
Projecting Ising Model Parameters for Fast Mixing NIPS 2013
An Approximate, Efficient LP Solver for LP Rounding NIPS 2013