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Theory

4,955 papers

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Papers

On model selection consistency of penalized M-estimators: a geometric theory NIPS 2013
On the Relationship Between Binary Classification, Bipartite Ranking, and Binary Class Probability Estimation NIPS 2013
Regularized Spectral Clustering under the Degree-Corrected Stochastic Blockmodel NIPS 2013
Estimation, Optimization, and Parallelism when Data is Sparse NIPS 2013
Predictive PAC Learning and Process Decompositions NIPS 2013
When are Overcomplete Topic Models Identifiable? Uniqueness of Tensor Tucker Decompositions with Structured Sparsity NIPS 2013
Capacity of strong attractor patterns to model behavioural and cognitive prototypes NIPS 2013
Eluder Dimension and the Sample Complexity of Optimistic Exploration NIPS 2013
Minimax Theory for High-dimensional Gaussian Mixtures with Sparse Mean Separation NIPS 2013
Robust Low Rank Kernel Embeddings of Multivariate Distributions NIPS 2013
Improved and Generalized Upper Bounds on the Complexity of Policy Iteration NIPS 2013
Projecting Ising Model Parameters for Fast Mixing NIPS 2013
Inverse Density as an Inverse Problem: the Fredholm Equation Approach NIPS 2013
On the Complexity and Approximation of Binary Evidence in Lifted Inference NIPS 2013
On the Representational Efficiency of Restricted Boltzmann Machines NIPS 2013
A memory frontier for complex synapses NIPS 2013
Near-optimal Anomaly Detection in Graphs using Lovasz Extended Scan Statistic NIPS 2013
Matrix Completion From any Given Set of Observations NIPS 2013
Generalizing Analytic Shrinkage for Arbitrary Covariance Structures NIPS 2013
More data speeds up training time in learning halfspaces over sparse vectors NIPS 2013
Marginals-to-Models Reducibility NIPS 2013
On Decomposing the Proximal Map NIPS 2013
Learning Multiple Models via Regularized Weighting NIPS 2013
From Bandits to Experts: A Tale of Domination and Independence NIPS 2013
Moment-based Uniform Deviation Bounds for $k$-means and Friends NIPS 2013