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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)

Conditional Validity of Inductive Conformal Predictors ACML 2012
Spatial Locality-Aware Sparse Coding and Dictionary Learning ACML 2012
Practical Large Scale Classification with Additive Kernels ACML 2012
Online Rank Aggregation ACML 2012
Multi-view Positive and Unlabeled Learning ACML 2012
Online-to-Confidence-Set Conversions and Application to Sparse Stochastic Bandits AISTATS 2012
Discriminative Mixtures of Sparse Latent Fields for Risk Management AISTATS 2012
Contextual Bandit Learning with Predictable Rewards AISTATS 2012
Sparse Higher-Order Principal Components Analysis AISTATS 2012
Factorized Diffusion Map Approximation AISTATS 2012
Memory-efficient inference in dynamic graphical models using multiple cores AISTATS 2012
Graphlet decomposition of a weighted network AISTATS 2012
Minimax rates for homology inference AISTATS 2012
Scalable Personalization of Long-Term Physiological Monitoring: Active Learning Methodologies for Epileptic Seizure Onset Detection AISTATS 2012
A General Framework for Structured Sparsity via Proximal Optimization AISTATS 2012
Adaptive Metropolis with Online Relabeling AISTATS 2012
Controlling Selection Bias in Causal Inference AISTATS 2012
CorrLog: Correlated Logistic Models for Joint Prediction of Multiple Labels AISTATS 2012
History-alignment models for bias-aware prediction of virological response to HIV combination therapy AISTATS 2012
Sample Complexity of Composite Likelihood AISTATS 2012
A Family of MCMC Methods on Implicitly Defined Manifolds AISTATS 2012
On Sparse, Spectral and Other Parameterizations of Binary Probabilistic Models AISTATS 2012
Bandit Theory meets Compressed Sensing for high dimensional Stochastic Linear Bandit AISTATS 2012
Structured Sparse Canonical Correlation Analysis AISTATS 2012
A Two-Graph Guided Multi-task Lasso Approach for eQTL Mapping AISTATS 2012