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Machine Learning

121,146 papers (10 classified directly here)

Subtopics

Learning Types (52,936) Core Methods (48,729) Optimization & Theory (36,874) Application Areas (31,658) Bayesian & Probabilistic (3,963) Learning Paradigms (2,054)

Papers per year

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Papers (including subtopics)

Group Orthogonal Matching Pursuit for Logistic Regression AISTATS 2011
A Fast Algorithm for Recovery of Jointly Sparse Vectors based on the Alternating Direction Methods AISTATS 2011
Learning Class-relevant Features and Class-irrelevant Features via a Hybrid third-order RBM AISTATS 2011
Hidden-Unit Conditional Random Fields AISTATS 2011
Learning mixtures of Gaussians with maximum-a-posteriori oracle AISTATS 2011
CAKE: Convex Adaptive Kernel Density Estimation AISTATS 2011
Online Learning of Structured Predictors with Multiple Kernels AISTATS 2011
Estimating beta-mixing coefficients AISTATS 2011
Follow-the-Regularized-Leader and Mirror Descent: Equivalence Theorems and L1 Regularization AISTATS 2011
TopicFlow Model: Unsupervised Learning of Topic-specific Influences of Hyperlinked Documents AISTATS 2011
Dimensionality Reduction for Spectral Clustering AISTATS 2011
Maximum Volume Clustering AISTATS 2011
Adaptive Bandits: Towards the best history-dependent strategy AISTATS 2011
Faithfulness in Chain Graphs: The Gaussian Case AISTATS 2011
Directional Statistics on Permutations AISTATS 2011
On the Estimation of $\alpha$-Divergences AISTATS 2011
On NDCG Consistency of Listwise Ranking Methods AISTATS 2011
A Reduction of Imitation Learning and Structured Prediction to No-Regret Online Learning AISTATS 2011
Improved Regret Guarantees for Online Smooth Convex Optimization with Bandit Feedback AISTATS 2011
Online Learning of Multiple Tasks and Their Relationships AISTATS 2011
Fast Convergent Algorithms for Expectation Propagation Approximate Bayesian Inference AISTATS 2011
Spectral Clustering on a Budget AISTATS 2011
Mixed Cumulative Distribution Networks AISTATS 2011
Asymptotic Theory for Linear-Chain Conditional Random Fields AISTATS 2011
Assisting Main Task Learning by Heterogeneous Auxiliary Tasks with Applications to Skin Cancer Screening AISTATS 2011