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Mathematics & Optimization

16,944 papers (0 classified directly here)

Subtopics

Optimization (12,959) Mathematics (5,735) Probability (519) Statistics (265) Discrete Mathematics (15)

Papers per year

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Papers (including subtopics)

Generalized Power Method for Sparse Principal Component Analysis JMLR 2010
On Finding Predictors for Arbitrary Families of Processes JMLR 2010
Iterative Scaling and Coordinate Descent Methods for Maximum Entropy Models JMLR 2010
Kronecker Graphs: An Approach to Modeling Networks 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
Graph Kernels JMLR 2010
Approximate Inference on Planar Graphs using Loop Calculus and Belief Propagation JMLR 2010
Characterization, Stability and Convergence of Hierarchical Clustering Methods JMLR 2010
Hilbert Space Embeddings and Metrics on Probability Measures JMLR 2010
Importance Sampling for Continuous Time Bayesian Networks JMLR 2010
libDAI: A Free and Open Source C++ Library for Discrete Approximate Inference in Graphical Models JMLR 2010
Learning Gradients: Predictive Models that Infer Geometry and Statistical Dependence JMLR 2010
Restricted Eigenvalue Properties for Correlated Gaussian Designs JMLR 2010
High Dimensional Inverse Covariance Matrix Estimation via Linear Programming JMLR 2010
Spectral Regularization Algorithms for Learning Large Incomplete Matrices JMLR 2010
High-dimensional Variable Selection with Sparse Random Projections: Measurement Sparsity and Statistical Efficiency JMLR 2010
Composite Binary Losses JMLR 2010
Dual Averaging Methods for Regularized Stochastic Learning and Online Optimization JMLR 2010
Stochastic Composite Likelihood JMLR 2010
Topology Selection in Graphical Models of Autoregressive Processes JMLR 2010
Regret Bounds and Minimax Policies under Partial Monitoring JMLR 2010
-Nested Symmetric Distributions JMLR 2010