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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)

Online Learning: Random Averages, Combinatorial Parameters, and Learnability NIPS 2010
Nonparametric Density Estimation for Stochastic Optimization with an Observable State Variable NIPS 2010
Lower Bounds on Rate of Convergence of Cutting Plane Methods NIPS 2010
Multi-Stage Dantzig Selector NIPS 2010
The LASSO risk: asymptotic results and real world examples NIPS 2010
Distributed Dual Averaging In Networks NIPS 2010
Copula Processes 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
Robust PCA via Outlier Pursuit NIPS 2010
Learning sparse dynamic linear systems using stable spline kernels and exponential hyperpriors NIPS 2010
The Coding Divergence for Measuring the Complexity of Separating Two Sets ACML 2010
Hierarchical Convex NMF for Clustering Massive Data ACML 2010
Deterministic Bayesian inference for the $p*$ model AISTATS 2010
Kernel Partial Least Squares is Universally Consistent AISTATS 2010
Using Descendants as Instrumental Variables for the Identification of Direct Causal Effects in Linear SEMs AISTATS 2010
Regret Bounds for Gaussian Process Bandit Problems AISTATS 2010
Collaborative Filtering via Rating Concentration AISTATS 2010
Maximum-likelihood learning of cumulative distribution functions on graphs AISTATS 2010
Learning Nonlinear Dynamic Models from Non-sequenced Data AISTATS 2010
Learning Bayesian Network Structure using LP Relaxations AISTATS 2010
Solving the Uncapacitated Facility Location Problem Using Message Passing Algorithms AISTATS 2010
The Feature Selection Path in Kernel Methods AISTATS 2010
The Group Dantzig Selector AISTATS 2010
Exploiting Covariate Similarity in Sparse Regression via the Pairwise Elastic Net AISTATS 2010