24th Annual Conference on Learning Theory (COLT), Budapest 2011
43 Lectures · Jul 9, 2011
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Additional information can be found at COLT 2011 home page.
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Invited Talks
Learning in the real world
Aug 02, 2011
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5236 Views
Where machine vision needs help from machine learning
Aug 02, 2011
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10540 Views
Machine Learning Journal Paper Awards
Online Learning: Beyond Regret
Aug 02, 2011
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4544 Views
Multiclass Learnability and the ERM principle
Aug 02, 2011
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3509 Views
Recommendation Systems and Matrix Estimation
Collaborative Filtering with the Trace Norm: Learning, Bounding, and Transducing...
Aug 02, 2011
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3125 Views
Concentration-Based Guarantees for Low-Rank Matrix Reconstruction
Aug 02, 2011
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3992 Views
Sequential Event Prediction with Association Rules
Aug 02, 2011
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3706 Views
Sparsity
Sparsity regret bounds for individual sequences in online linear regression
Aug 02, 2011
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3366 Views
Computation and Learning
Distribution-Independent Evolvability of Linear Threshold Functions
Aug 02, 2011
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3121 Views
Lower Bounds and Hardness Amplification for Learning Shallow Monotone Formulas
Aug 02, 2011
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2675 Views
Oracle inequalities for computationally budgeted model selection
Aug 02, 2011
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3424 Views
A Close Look to Margin Complexity and Related Parameters
Aug 02, 2011
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3080 Views
Privacy
Sample Complexity Bounds for Differentially Private Learning
Aug 02, 2011
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3824 Views
Open problems session
A simple multi-armed bandit algorithm with optimal variation-bounded regret
Aug 02, 2011
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4671 Views
Monotone multi-armed bandit allocations
Aug 02, 2011
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3313 Views
Missing information impediments to learnability
Aug 16, 2011
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3034 Views
Does an efficient calibrated forecasting strategy exist?
Aug 02, 2011
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3771 Views
Bounds on individual risk for log-loss predictors
Aug 02, 2011
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3149 Views
Minimax algorithm for learning rotations
Aug 02, 2011
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3472 Views
Learnability
On the Consistency of Multi-Label Learning
Aug 02, 2011
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3334 Views
The Sample Complexity of Dictionary Learning
Aug 02, 2011
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3714 Views
Identifiability of Priors from Bounded Sample Sizes with Applications to Transfe...
Aug 02, 2011
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3384 Views
Statistical Estimation
Competitive Closeness Testing
Aug 02, 2011
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3158 Views
Neyman-Pearson classification under a strict constraint
Aug 02, 2011
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5022 Views
Adaptive Density Level Set Clustering
Aug 02, 2011
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3032 Views
A New Algorithm for Compressed Counting with Applications in Shannon Entropy Est...
Aug 02, 2011
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3555 Views
Online Learning, approachability, and calibration
Blackwell Approachability and No-Regret Learning are Equivalent
Aug 02, 2011
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5899 Views
Complexity-Based Approach to Calibration with Checking Rules
Aug 02, 2011
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3480 Views
Control and Reinforcement Learning
Agnostic KWIK learning and efficient approximate reinforcement learning
Aug 02, 2011
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4024 Views
Regret Bounds for the Adaptive Control of Linear Quadratic Systems
Aug 02, 2011
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3804 Views
Bandits
The KL-UCB Algorithm for Bounded Stochastic Bandits and Beyond
Aug 02, 2011
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3742 Views
A Finite-Time Analysis of Multi-armed Bandits Problems with Kullback-Leibler Div...
Aug 02, 2011
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3365 Views
Bandits, Query Learning, and the Haystack Dimension
Aug 02, 2011
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2895 Views
Contextual Bandits with Similarity Information
Aug 02, 2011
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3729 Views
Optimization
The Rate of Convergence of AdaBoost
Aug 02, 2011
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4676 Views
Beyond the regret minimization barrier: an optimal algorithm for stochastic stro...
Aug 02, 2011
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3627 Views
Games
Minimax Policies for Combinatorial Prediction Games
Aug 02, 2011
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5890 Views
Robust approachability and regret minimization in games with partial monitoring
Aug 02, 2011
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3089 Views
Minimax Regret of Finite Partial-Monitoring Games in Stochastic Environments
Aug 02, 2011
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3802 Views
Aggregation Methods and MDL
Optimal aggregation of affine estimators
Aug 02, 2011
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3023 Views
Mixability is Bayes Risk Curvature Relative to Log Loss
Aug 02, 2011
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3520 Views
Safe Learning: bridging the gap between Bayes, MDL and statistical learning theo...
Aug 02, 2011
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3751 Views
Maximum Likelihood vs. Sequential Normalized Maximum Likelihood in On-line Densi...
Aug 02, 2011
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3776 Views