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Continuous Optimization

3,907 papers

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Papers

Large-Scale Matrix Factorization with Missing Data under Additional Constraints NIPS 2010
The LASSO risk: asymptotic results and real world examples NIPS 2010
Distributed Dual Averaging In Networks NIPS 2010
An Inverse Power Method for Nonlinear Eigenproblems with Applications in 1-Spectral Clustering and Sparse PCA NIPS 2010
Fast detection of multiple change-points shared by many signals using group LARS NIPS 2010
Learning sparse dynamic linear systems using stable spline kernels and exponential hyperpriors NIPS 2010
Hierarchical Convex NMF for Clustering Massive Data ACML 2010
Kernel Partial Least Squares is Universally Consistent AISTATS 2010
Learning Nonlinear Dynamic Models from Non-sequenced Data AISTATS 2010
Convex Structure Learning in Log-Linear Models: Beyond Pairwise Potentials AISTATS 2010
Exclusive Lasso for Multi-task Feature Selection AISTATS 2010
Bundle Methods for Regularized Risk Minimization JMLR 2010
Classification Using Geometric Level Sets JMLR 2010
Generalized Power Method for Sparse Principal Component Analysis JMLR 2010
Iterative Scaling and Coordinate Descent Methods for Maximum Entropy Models JMLR 2010
Message-passing for Graph-structured Linear Programs: Proximal Methods and Rounding Schemes JMLR 2010
Analysis of Multi-stage Convex Relaxation for Sparse Regularization JMLR 2010
SFO: A Toolbox for Submodular Function Optimization JMLR 2010
A Quasi-Newton Approach to Nonsmooth Convex Optimization Problems in Machine Learning JMLR 2010
High Dimensional Inverse Covariance Matrix Estimation via Linear Programming JMLR 2010
Spectral Regularization Algorithms for Learning Large Incomplete Matrices JMLR 2010
Dual Averaging Methods for Regularized Stochastic Learning and Online Optimization JMLR 2010
Topology Selection in Graphical Models of Autoregressive Processes JMLR 2010
Efficient Algorithms for Conditional Independence Inference JMLR 2010
Dynamic Constraint-based Optimal Shape Trajectory Planner for Shape-Accelerated Underactuated Balancing Systems RSS 2010