14th International Conference on Artificial Intelligence and Statistics (AISTATS), Ft. Lauderdale 2011
25 Videos · Apr 11, 2011
About
AISTATS is an interdisciplinary gathering of researchers at the intersection of computer science, artificial intelligence, machine learning, statistics, and related areas. Since its inception in 1985, the primary goal of AISTATS has been to broaden research in these fields by promoting the exchange of ideas among them.
More about the conference at AISTATS 2011.
Videos
Invited Talks
Convex Relaxation and Estimation of High-Dimensional Matrices
May 6, 2011
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6259 views
Sparse modeling: some unifying theory and “topic-imaging”
May 6, 2011
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4825 views
Multi-way Gaussian Graphical Models with Application to Multivariate Lattice Dat...
May 6, 2011
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3779 views
Notable Papers
The Neural Autoregressive Distribution Estimator, incl. discussion by Yoshua Ben...
May 6, 2011
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7361 views
The Discrete Infinite Logistic Normal Distribution for Mixed-Membership Modeling...
May 6, 2011
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4298 views
Learning equivalence classes of directed acyclic latent variable models from mul...
May 6, 2011
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3922 views
Contextual Bandit Algorithms with Supervised Learning Guarantees, incl. discussi...
May 6, 2011
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6131 views
A conditional game for comparing approximations
May 6, 2011
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4101 views
Spectral Dimensionality Reduction via Maximum Entropy, incl. discussion by Laure...
May 6, 2011
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5423 views
Learning Scale Free Networks by Reweighted L1 regularization
May 6, 2011
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3970 views
Lectures
Concave Gaussian Variational Approximations for Inference in Large-Scale Bayesia...
May 6, 2011
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3825 views
TopicFlow Model: Unsupervised Learning of Topic-specific Influences of Hyperlink...
May 6, 2011
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4120 views
Deep Learning for Efficient Discriminative Parsing
May 6, 2011
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17059 views
Online Variational Inference for the Hierarchical Dirichlet Process
May 6, 2011
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5998 views
On the Estimation of alpha-Divergences
May 6, 2011
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3300 views
A Fast Algorithm for Recovery of Jointly Sparse Vectors based on the Alternating...
May 6, 2011
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3861 views
Mixed Cumulative Distribution Networks
May 6, 2011
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3427 views
Semi-supervised Learning by Higher Order Regularization
May 6, 2011
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3740 views
Can matrix coherence be efficiently and accurately estimated?
May 6, 2011
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3796 views
Relational Learning with One Network: An Asymptotic Analysis
May 6, 2011
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3980 views
Improved Regret Guarantees for Online Smooth Convex Optimization with Bandit Fee...
May 6, 2011
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3739 views
Lightweight Implementations of Probabilistic Programming Languages Via Transform...
May 6, 2011
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6443 views
A Reduction of Imitation Learning and Structured Prediction to No-Regret Online ...
May 6, 2011
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6170 views
Dependent Hierarchical Beta Process for Image Interpolation and Denoising
May 6, 2011
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5538 views
Asymptotic Theory for Linear-Chain Conditional Random Fields
May 6, 2011
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4286 views