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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

5
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10862
15958
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Papers (including subtopics)

Sparse Additive Machine AISTATS 2012
Multi-label Subspace Ensemble AISTATS 2012
Online Incremental Feature Learning with Denoising Autoencoders AISTATS 2012
Beta-Negative Binomial Process and Poisson Factor Analysis AISTATS 2012
Approximate Inference in Additive Factorial HMMs with Application to Energy Disaggregation AISTATS 2012
Unsupervised SVMs: On the Complexity of the Furthest Hyperplane Problem COLT 2012
(weak) Calibration is Computationally Hard COLT 2012
Learning Valuation Functions COLT 2012
Unified Algorithms for Online Learning and Competitive Analysis COLT 2012
Online Optimization with Gradual Variations COLT 2012
The Optimality of Jeffreys Prior for Online Density Estimation and the Asymptotic Normality of Maximum Likelihood Estimators COLT 2012
PAC-Bayesian Bound for Gaussian Process Regression and Multiple Kernel Additive Model COLT 2012
Random Design Analysis of Ridge Regression COLT 2012
Reconstruction from Anisotropic Random Measurements COLT 2012
Toward a Noncommutative Arithmetic-geometric Mean Inequality: Conjectures, Case-studies, and Consequences COLT 2012
L1 Covering Numbers for Uniformly Bounded Convex Functions COLT 2012
Generalization Bounds for Online Learning Algorithms with Pairwise Loss Functions COLT 2012
Attribute-Efficient Learning andWeight-Degree Tradeoffs for Polynomial Threshold Functions COLT 2012
Learning Functions of Halfspaces Using Prefix Covers COLT 2012
Computational Bounds on Statistical Query Learning COLT 2012
Learning DNF Expressions from Fourier Spectrum COLT 2012
Consistency of Nearest Neighbor Classification under Selective Sampling COLT 2012
Active Learning Using Smooth Relative Regret Approximations with Applications COLT 2012
Robust Interactive Learning COLT 2012
Rare Probability Estimation under Regularly Varying Heavy Tails COLT 2012