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Theory

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Papers

Joint Harmonic Functions and Their Supervised Connections JMLR 2013
A Generic Deformation Model for Dense Non-rigid Surface Registration: A Higher-Order MRF-Based Approach ICCV 2013
Sharp Generalization Error Bounds for Randomly-projected Classifiers ICML 2013
More data speeds up training time in learning halfspaces over sparse vectors NIPS 2013
Near-optimal Anomaly Detection in Graphs using Lovasz Extended Scan Statistic NIPS 2013
Unsupervised Spectral Learning of Finite State Transducers NIPS 2013
Transition Matrix Estimation in High Dimensional Time Series ICML 2013
A Practical Algorithm for Topic Modeling with Provable Guarantees ICML 2013
Learning Multiple Models via Regularized Weighting NIPS 2013
Projecting Ising Model Parameters for Fast Mixing NIPS 2013
Algorithms and Hardness Results for Parallel Large Margin Learning JMLR 2013
From Bandits to Experts: A Tale of Domination and Independence NIPS 2013
The Sample-Complexity of General Reinforcement Learning ICML 2013
A Comparative Study of Modern Inference Techniques for Discrete Energy Minimization Problems CVPR 2013
Moment-based Uniform Deviation Bounds for $k$-means and Friends NIPS 2013
Learning Hidden Markov Models from Non-sequence Data via Tensor Decomposition NIPS 2013
Minimax Theory for High-dimensional Gaussian Mixtures with Sparse Mean Separation NIPS 2013
On Flat versus Hierarchical Classification in Large-Scale Taxonomies NIPS 2013
Scoring Workers in Crowdsourcing: How Many Control Questions are Enough? NIPS 2013
Approximation properties of DBNs with binary hidden units and real-valued visible units ICML 2013
Nonlinearly Constrained MRFs: Exploring the Intrinsic Dimensions of Higher-Order Cliques CVPR 2013
Stochastic Gradient Descent for Non-smooth Optimization: Convergence Results and Optimal Averaging Schemes ICML 2013
An Enhanced Structure-from-Motion Paradigm Based on the Absolute Dual Quadric and Images of Circular Points ICCV 2013
Cluster Trees on Manifolds NIPS 2013
Regularized Spectral Clustering under the Degree-Corrected Stochastic Blockmodel NIPS 2013