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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)

Incremental Sparsification for Real-time Online Model Learning AISTATS 2010
Approximation of hidden Markov models by mixtures of experts with application to particle filtering AISTATS 2010
A generalization of the Multiple-try Metropolis algorithm for Bayesian estimation and model selection AISTATS 2010
Bayesian structure discovery in Bayesian networks with less space AISTATS 2010
REGO: Rank-based Estimation of Renyi Information using Euclidean Graph Optimization AISTATS 2010
Approximate parameter inference in a stochastic reaction-diffusion model AISTATS 2010
Convex Structure Learning in Log-Linear Models: Beyond Pairwise Potentials AISTATS 2010
Polynomial-Time Exact Inference in NP-Hard Binary MRFs via Reweighted Perfect Matching AISTATS 2010
Detecting Weak but Hierarchically-Structured Patterns in Networks AISTATS 2010
Inference of Sparse Networks with Unobserved Variables. Application to Gene Regulatory Networks AISTATS 2010
Nonparametric Tree Graphical Models AISTATS 2010
On the relation between universality, characteristic kernels and RKHS embedding of measures AISTATS 2010
Conditional Density Estimation via Least-Squares Density Ratio Estimation AISTATS 2010
Learning Policy Improvements with Path Integrals AISTATS 2010
Learning Causal Structure from Overlapping Variable Sets AISTATS 2010
Guarantees for Approximate Incremental SVMs AISTATS 2010
A Potential-based Framework for Online Multi-class Learning with Partial Feedback AISTATS 2010
Online Passive-Aggressive Algorithms on a Budget AISTATS 2010
Risk Bounds for Levy Processes in the PAC-Learning Framework AISTATS 2010
Exclusive Lasso for Multi-task Feature Selection AISTATS 2010
Model Selection: Beyond the Bayesian/Frequentist Divide JMLR 2010
On-Line Sequential Bin Packing JMLR 2010
Optimal Search on Clustered Structural Constraint for Learning Bayesian Network Structure JMLR 2010
Bundle Methods for Regularized Risk Minimization JMLR 2010
Classification Using Geometric Level Sets JMLR 2010