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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)

A Greedy Homotopy Method for Regression with Nonconvex Constraints AISTATS 2015
Revisiting the Limits of MAP Inference by MWSS on Perfect Graphs AISTATS 2015
Majorization-Minimization for Manifold Embedding AISTATS 2015
Minimizing Nonconvex Non-Separable Functions AISTATS 2015
A Simple Homotopy Algorithm for Compressive Sensing AISTATS 2015
The Log-Shift Penalty for Adaptive Estimation of Multiple Gaussian Graphical Models AISTATS 2015
Open Problem: Restricted Eigenvalue Condition for Heavy Tailed Designs COLT 2015
Open Problem: The Oracle Complexity of Smooth Convex Optimization in Nonstandard Settings COLT 2015
Open Problem: Online Sabotaged Shortest Path COLT 2015
Online Learning with Feedback Graphs: Beyond Bandits COLT 2015
Learning Overcomplete Latent Variable Models through Tensor Methods COLT 2015
Label optimal regret bounds for online local learning COLT 2015
Minimax Fixed-Design Linear Regression COLT 2015
Escaping the Local Minima via Simulated Annealing: Optimization of Approximately Convex Functions COLT 2015
Bandit Convex Optimization: \sqrtT Regret in One Dimension COLT 2015
The entropic barrier: a simple and optimal universal self-concordant barrier COLT 2015
Optimum Statistical Estimation with Strategic Data Sources COLT 2015
On the Complexity of Learning with Kernels COLT 2015
Learnability of Solutions to Conjunctive Queries: The Full Dichotomy COLT 2015
Sequential Information Maximization: When is Greedy Near-optimal? COLT 2015
Stochastic Block Model and Community Detection in Sparse Graphs: A spectral algorithm with optimal rate of recovery COLT 2015
On-Line Learning Algorithms for Path Experts with Non-Additive Losses COLT 2015
Improved Sum-of-Squares Lower Bounds for Hidden Clique and Hidden Submatrix Problems COLT 2015
Contextual Dueling Bandits COLT 2015
Beyond Hartigan Consistency: Merge Distortion Metric for Hierarchical Clustering COLT 2015