#### 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.

#### Related categories

## Uploaded videos:

## Invited Talks

### Sparse modeling: some unifying theory and “topic-imaging”

May 06, 2011

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4814 Views

### Multi-way Gaussian Graphical Models with Application to Multivariate Lattice Dat...

May 06, 2011

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3761 Views

### Convex Relaxation and Estimation of High-Dimensional Matrices

May 06, 2011

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6177 Views

## Notable Papers

### Learning Scale Free Networks by Reweighted L1 regularization

May 06, 2011

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3943 Views

### A conditional game for comparing approximations

May 06, 2011

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4085 Views

### Learning equivalence classes of directed acyclic latent variable models from mul...

May 06, 2011

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3910 Views

### The Discrete Infinite Logistic Normal Distribution for Mixed-Membership Modeling...

May 06, 2011

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4280 Views

### Contextual Bandit Algorithms with Supervised Learning Guarantees, incl. discussi...

May 06, 2011

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6111 Views

### Spectral Dimensionality Reduction via Maximum Entropy, incl. discussion by Laure...

May 06, 2011

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5414 Views

### The Neural Autoregressive Distribution Estimator, incl. discussion by Yoshua Ben...

May 06, 2011

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7346 Views

## Lectures

### A Fast Algorithm for Recovery of Jointly Sparse Vectors based on the Alternating...

May 06, 2011

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3848 Views

### On the Estimation of alpha-Divergences

May 06, 2011

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3290 Views

### Mixed Cumulative Distribution Networks

May 06, 2011

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3414 Views

### Asymptotic Theory for Linear-Chain Conditional Random Fields

May 06, 2011

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4271 Views

### Concave Gaussian Variational Approximations for Inference in Large-Scale Bayesia...

May 06, 2011

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3815 Views

### TopicFlow Model: Unsupervised Learning of Topic-specific Influences of Hyperlink...

May 06, 2011

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4093 Views

### Relational Learning with One Network: An Asymptotic Analysis

May 06, 2011

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3969 Views

### Online Variational Inference for the Hierarchical Dirichlet Process

May 06, 2011

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5973 Views

### Dependent Hierarchical Beta Process for Image Interpolation and Denoising

May 06, 2011

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5502 Views

### Lightweight Implementations of Probabilistic Programming Languages Via Transform...

May 06, 2011

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6421 Views

### Improved Regret Guarantees for Online Smooth Convex Optimization with Bandit Fee...

May 06, 2011

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3728 Views

### A Reduction of Imitation Learning and Structured Prediction to No-Regret Online ...

May 06, 2011

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6135 Views

### Semi-supervised Learning by Higher Order Regularization

May 06, 2011

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3729 Views

### Can matrix coherence be efficiently and accurately estimated?

May 06, 2011

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3776 Views

### Deep Learning for Efficient Discriminative Parsing

May 06, 2011

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17015 Views