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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)

Classifier Cascade for Minimizing Feature Evaluation Cost AISTATS 2012
Online Clustering with Experts AISTATS 2012
Minimax hypothesis testing for curve registration AISTATS 2012
Fast, Exact Model Selection and Permutation Testing for l2-Regularized Logistic Regression AISTATS 2012
Gaussian Processes for time-marked time-series data AISTATS 2012
Wilks’ phenomenon and penalized likelihood-ratio test for nonparametric curve registration AISTATS 2012
Protocols for Learning Classifiers on Distributed Data AISTATS 2012
There’s a Hole in My Data Space: Piecewise Predictors for Heterogeneous Learning Problems AISTATS 2012
Deterministic Annealing for Semi-Supervised Structured Output Learning AISTATS 2012
A metric learning perspective of SVM: on the relation of LMNN and SVM AISTATS 2012
Generic Methods for Optimization-Based Modeling AISTATS 2012
Lifted coordinate descent for learning with trace-norm regularization AISTATS 2012
Error bounds for Kernel Fisher Linear Discriminant in Gaussian Hilbert space AISTATS 2012
Copula Network Classifiers (CNCs) AISTATS 2012
Lightning-speed Structure Learning of Nonlinear Continuous Networks AISTATS 2012
Statistical test for consistent estimation of causal effects in linear non-Gaussian models AISTATS 2012
High-Rank Matrix Completion AISTATS 2012
No Internal Regret via Neighborhood Watch AISTATS 2012
Semiparametric Pseudo-Likelihood Estimation in Markov Random Fields AISTATS 2012
Factorized Asymptotic Bayesian Inference for Mixture Modeling AISTATS 2012
Hierarchical Latent Dictionaries for Models of Brain Activation AISTATS 2012
UPAL: Unbiased Pool Based Active Learning AISTATS 2012
Regularization Paths with Guarantees for Convex Semidefinite Optimization AISTATS 2012
Scalable Inference on Kingman’s Coalescent using Pair Similarity AISTATS 2012
On Average Reward Policy Evaluation in Infinite-State Partially Observable Systems AISTATS 2012