24th Annual Conference on Learning Theory (COLT), Budapest 2011
44 Videos · Jul 9, 2011
About
Additional information can be found at COLT 2011 home page.
Videos
Invited Talks
Where machine vision needs help from machine learning
Aug 2, 2011
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10557 views
Learning in the real world
Aug 2, 2011
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5238 views
Machine Learning Journal Paper Awards
Multiclass Learnability and the ERM principle
Aug 2, 2011
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3512 views
Online Learning: Beyond Regret
Aug 2, 2011
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4547 views
Recommendation Systems and Matrix Estimation
Collaborative Filtering with the Trace Norm: Learning, Bounding, and Transducing...
Aug 2, 2011
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3129 views
Concentration-Based Guarantees for Low-Rank Matrix Reconstruction
Aug 2, 2011
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3995 views
Sequential Event Prediction with Association Rules
Aug 2, 2011
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3708 views
NE dovoli objave
Tight conditions for consistent variable selection in high dimensional nonparame...
Sep 4, 2019
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2 views
Sparsity
Sparsity regret bounds for individual sequences in online linear regression
Aug 2, 2011
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3373 views
Computation and Learning
Distribution-Independent Evolvability of Linear Threshold Functions
Aug 2, 2011
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3124 views
Oracle inequalities for computationally budgeted model selection
Aug 2, 2011
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3428 views
A Close Look to Margin Complexity and Related Parameters
Aug 2, 2011
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3084 views
Lower Bounds and Hardness Amplification for Learning Shallow Monotone Formulas
Aug 2, 2011
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2679 views
Privacy
Sample Complexity Bounds for Differentially Private Learning
Aug 2, 2011
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3830 views
Open problems session
Monotone multi-armed bandit allocations
Aug 2, 2011
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3315 views
Bounds on individual risk for log-loss predictors
Aug 2, 2011
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3152 views
Does an efficient calibrated forecasting strategy exist?
Aug 2, 2011
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3803 views
A simple multi-armed bandit algorithm with optimal variation-bounded regret
Aug 2, 2011
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4675 views
Missing information impediments to learnability
Aug 16, 2011
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3037 views
Minimax algorithm for learning rotations
Aug 2, 2011
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3477 views
Learnability
Identifiability of Priors from Bounded Sample Sizes with Applications to Transfe...
Aug 2, 2011
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3390 views
The Sample Complexity of Dictionary Learning
Aug 2, 2011
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3717 views
On the Consistency of Multi-Label Learning
Aug 2, 2011
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3338 views
Statistical Estimation
A New Algorithm for Compressed Counting with Applications in Shannon Entropy Est...
Aug 2, 2011
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3561 views
Neyman-Pearson classification under a strict constraint
Aug 2, 2011
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5027 views
Adaptive Density Level Set Clustering
Aug 2, 2011
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3037 views
Competitive Closeness Testing
Aug 2, 2011
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3163 views
Online Learning, approachability, and calibration
Blackwell Approachability and No-Regret Learning are Equivalent
Aug 2, 2011
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5928 views
Complexity-Based Approach to Calibration with Checking Rules
Aug 2, 2011
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3482 views
Control and Reinforcement Learning
Agnostic KWIK learning and efficient approximate reinforcement learning
Aug 2, 2011
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4027 views
Regret Bounds for the Adaptive Control of Linear Quadratic Systems
Aug 2, 2011
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3809 views
Bandits
The KL-UCB Algorithm for Bounded Stochastic Bandits and Beyond
Aug 2, 2011
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3748 views
A Finite-Time Analysis of Multi-armed Bandits Problems with Kullback-Leibler Div...
Aug 2, 2011
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3367 views
Contextual Bandits with Similarity Information
Aug 2, 2011
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3731 views
Bandits, Query Learning, and the Haystack Dimension
Aug 2, 2011
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2904 views
Optimization
Beyond the regret minimization barrier: an optimal algorithm for stochastic stro...
Aug 2, 2011
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3631 views
The Rate of Convergence of AdaBoost
Aug 2, 2011
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4685 views
Games
Minimax Policies for Combinatorial Prediction Games
Aug 2, 2011
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5897 views
Robust approachability and regret minimization in games with partial monitoring
Aug 2, 2011
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3093 views
Minimax Regret of Finite Partial-Monitoring Games in Stochastic Environments
Aug 2, 2011
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3813 views
Aggregation Methods and MDL
Safe Learning: bridging the gap between Bayes, MDL and statistical learning theo...
Aug 2, 2011
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3756 views
Maximum Likelihood vs. Sequential Normalized Maximum Likelihood in On-line Densi...
Aug 2, 2011
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3778 views
Optimal aggregation of affine estimators
Aug 2, 2011
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3028 views
Mixability is Bayes Risk Curvature Relative to Log Loss
Aug 2, 2011
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3526 views