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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)

Stochastic optimization and sparse statistical recovery: Optimal algorithms for high dimensions NIPS 2012
A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation NIPS 2012
The Coloured Noise Expansion and Parameter Estimation of Diffusion Processes NIPS 2012
Structured Learning of Gaussian Graphical Models NIPS 2012
Entropy Estimations Using Correlated Symmetric Stable Random Projections NIPS 2012
Coding efficiency and detectability of rate fluctuations with non-Poisson neuronal firing NIPS 2012
Nyström Method vs Random Fourier Features: A Theoretical and Empirical Comparison NIPS 2012
Spiking and saturating dendrites differentially expand single neuron computation capacity NIPS 2012
Active Learning of Model Evidence Using Bayesian Quadrature NIPS 2012
Compressive Sensing MRI with Wavelet Tree Sparsity NIPS 2012
Mixability in Statistical Learning NIPS 2012
Learning Halfspaces with the Zero-One Loss: Time-Accuracy Tradeoffs NIPS 2012
Learning High-Density Regions for a Generalized Kolmogorov-Smirnov Test in High-Dimensional Data NIPS 2012
Large Scale Distributed Deep Networks NIPS 2012
Structure estimation for discrete graphical models: Generalized covariance matrices and their inverses NIPS 2012
Near-Optimal MAP Inference for Determinantal Point Processes NIPS 2012
Strategic Impatience in Go/NoGo versus Forced-Choice Decision-Making NIPS 2012
MCMC for continuous-time discrete-state systems NIPS 2012
Spectral Learning of General Weighted Automata via Constrained Matrix Completion NIPS 2012
Scaled Gradients on Grassmann Manifolds for Matrix Completion NIPS 2012
Link Prediction in Graphs with Autoregressive Features NIPS 2012
Dimensionality Dependent PAC-Bayes Margin Bound NIPS 2012
MAP Inference in Chains using Column Generation NIPS 2012
Fused sparsity and robust estimation for linear models with unknown variance NIPS 2012
On the Sample Complexity of Robust PCA NIPS 2012