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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5237 Views
Where machine vision needs help from machine learning
Aug 02, 2011
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10549 Views
Machine Learning Journal Paper Awards
Online Learning: Beyond Regret
Aug 02, 2011
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4545 Views
Multiclass Learnability and the ERM principle
Aug 02, 2011
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3511 Views
Recommendation Systems and Matrix Estimation
Collaborative Filtering with the Trace Norm: Learning, Bounding, and Transducing...
Aug 02, 2011
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3127 Views
Concentration-Based Guarantees for Low-Rank Matrix Reconstruction
Aug 02, 2011
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3995 Views
Sequential Event Prediction with Association Rules
Aug 02, 2011
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3707 Views
Sparsity
Sparsity regret bounds for individual sequences in online linear regression
Aug 02, 2011
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3370 Views
Computation and Learning
Distribution-Independent Evolvability of Linear Threshold Functions
Aug 02, 2011
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3123 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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3426 Views
A Close Look to Margin Complexity and Related Parameters
Aug 02, 2011
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3081 Views
Privacy
Sample Complexity Bounds for Differentially Private Learning
Aug 02, 2011
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3827 Views
Open problems session
A simple multi-armed bandit algorithm with optimal variation-bounded regret
Aug 02, 2011
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4674 Views
Monotone multi-armed bandit allocations
Aug 02, 2011
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3314 Views
Missing information impediments to learnability
Aug 16, 2011
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3036 Views
Does an efficient calibrated forecasting strategy exist?
Aug 02, 2011
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3791 Views
Bounds on individual risk for log-loss predictors
Aug 02, 2011
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3151 Views
Minimax algorithm for learning rotations
Aug 02, 2011
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3474 Views
Learnability
On the Consistency of Multi-Label Learning
Aug 02, 2011
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3335 Views
The Sample Complexity of Dictionary Learning
Aug 02, 2011
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3715 Views
Identifiability of Priors from Bounded Sample Sizes with Applications to Transfe...
Aug 02, 2011
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3387 Views
Statistical Estimation
Competitive Closeness Testing
Aug 02, 2011
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3162 Views
Neyman-Pearson classification under a strict constraint
Aug 02, 2011
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5025 Views
Adaptive Density Level Set Clustering
Aug 02, 2011
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3035 Views
A New Algorithm for Compressed Counting with Applications in Shannon Entropy Est...
Aug 02, 2011
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3558 Views
Online Learning, approachability, and calibration
Blackwell Approachability and No-Regret Learning are Equivalent
Aug 02, 2011
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5908 Views
Complexity-Based Approach to Calibration with Checking Rules
Aug 02, 2011
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3481 Views
Control and Reinforcement Learning
Agnostic KWIK learning and efficient approximate reinforcement learning
Aug 02, 2011
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4026 Views
Regret Bounds for the Adaptive Control of Linear Quadratic Systems
Aug 02, 2011
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3807 Views
Bandits
The KL-UCB Algorithm for Bounded Stochastic Bandits and Beyond
Aug 02, 2011
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3744 Views
A Finite-Time Analysis of Multi-armed Bandits Problems with Kullback-Leibler Div...
Aug 02, 2011
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3366 Views
Bandits, Query Learning, and the Haystack Dimension
Aug 02, 2011
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2900 Views
Contextual Bandits with Similarity Information
Aug 02, 2011
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3731 Views
Optimization
The Rate of Convergence of AdaBoost
Aug 02, 2011
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4678 Views
Beyond the regret minimization barrier: an optimal algorithm for stochastic stro...
Aug 02, 2011
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3629 Views
Games
Minimax Policies for Combinatorial Prediction Games
Aug 02, 2011
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5894 Views
Robust approachability and regret minimization in games with partial monitoring
Aug 02, 2011
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3091 Views
Minimax Regret of Finite Partial-Monitoring Games in Stochastic Environments
Aug 02, 2011
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3807 Views
Aggregation Methods and MDL
Optimal aggregation of affine estimators
Aug 02, 2011
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3024 Views
Mixability is Bayes Risk Curvature Relative to Log Loss
Aug 02, 2011
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3523 Views
Safe Learning: bridging the gap between Bayes, MDL and statistical learning theo...
Aug 02, 2011
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3754 Views
Maximum Likelihood vs. Sequential Normalized Maximum Likelihood in On-line Densi...
Aug 02, 2011
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3778 Views