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Statistical Learning

4076 directly classified papers

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Papers

Consistent Selection of Tuning Parameters via Variable Selection Stability JMLR 2013
Principal Component Analysis on non-Gaussian Dependent Data ICML 2013
Fast Algorithms for Gaussian Noise Invariant Independent Component Analysis NIPS 2013
Estimating the Unseen: Improved Estimators for Entropy and other Properties NIPS 2013
Near-optimal Anomaly Detection in Graphs using Lovasz Extended Scan Statistic NIPS 2013
More data speeds up training time in learning halfspaces over sparse vectors NIPS 2013
Spike train entropy-rate estimation using hierarchical Dirichlet process priors NIPS 2013
Scoring Workers in Crowdsourcing: How Many Control Questions are Enough? NIPS 2013
Model Selection for High-Dimensional Regression under the Generalized Irrepresentability Condition NIPS 2013
B-test: A Non-parametric, Low Variance Kernel Two-sample Test NIPS 2013
Learning Hidden Markov Models from Non-sequence Data via Tensor Decomposition NIPS 2013
Speeding up Permutation Testing in Neuroimaging NIPS 2013
Moment-based Uniform Deviation Bounds for $k$-means and Friends NIPS 2013
Spectral methods for neural characterization using generalized quadratic models NIPS 2013
PAC-Bayes-Empirical-Bernstein Inequality NIPS 2013
On the Sample Complexity of Subspace Learning NIPS 2013
Generalized Method-of-Moments for Rank Aggregation NIPS 2013
Density estimation from unweighted k-nearest neighbor graphs: a roadmap NIPS 2013
Probabilistic Principal Geodesic Analysis NIPS 2013
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory for local optima NIPS 2013
Small-Variance Asymptotics for Hidden Markov Models NIPS 2013
Stochastic blockmodel approximation of a graphon: Theory and consistent estimation NIPS 2013
Confidence Intervals and Hypothesis Testing for High-Dimensional Statistical Models NIPS 2013
Consistency versus Realizable H-Consistency for Multiclass Classification ICML 2013
Collective Stability in Structured Prediction: Generalization from One Example ICML 2013