About
Welcome to the 2nd issue of the Journal of Machine Learning Video Abstracts, published by Knowledge for All Foundation Ltd, London, with the goal of providing the legacy of the PASCAL2 Network of Excellence.
This issue is equaly dedicated to presenting the spotlight presentations of the 2011 Neural Information Processing Systems (NIPS) Conference held in Granada, Spain, on December 12, as the Volume 1 of this Journal. The VideoLectures.NET team were on site to record the presentations and they post-processed the recordings to incorporate the slides into the video, they also provide the technical infrastructure for the journal pages.
We are publishing this Volume rather late, as the video specific publishing model is still experimental and it makes harder to organize all the necessary stages of the publishing cycle, therefore the review process took longer than expected. We are delighted to have been able to record these and make them available to the wider Machine Learning and Artificial Intelligence community together with the wider audience. A special note of thankfulness goes also to our reviewers and spotlight chairs.
Peter L. Bartlett, Fernando Pereira and Davor Orlic
Editors of the 2nd Issue and Programme Chairs of the 2010 NIPS Conference
Videos
Spotlights Session 1

Probabilistic amplitude and frequency demodulation
Sep 6, 2012
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3004 views

Active dendrites: adaptation to spike-based communication
Sep 6, 2012
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2729 views

Uniqueness of Belief Propagation on Signed Graphs
Sep 6, 2012
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2773 views

Structural equations and divisive normalization for energy-dependent component a...
Sep 6, 2012
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2682 views
Spotlights Session 2

Identifying Alzheimer's Disease-Related Brain Regions from Multi-Modality Neuroi...
Sep 6, 2012
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3323 views

The Fixed Points of Off-Policy TD
Sep 6, 2012
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2843 views

Active learning of neural response functions with Gaussian processes
Sep 6, 2012
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4041 views

Anatomically Constrained Decoding of Finger Flexion from Electrocorticographic S...
Sep 6, 2012
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2866 views

Action-Gap Phenomenon in Reinforcement Learning
Sep 6, 2012
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3008 views

Evaluating the inverse decision-making approach to preference learning
Sep 6, 2012
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2498 views
Spotlights Session 3

The Kernel Beta Process
Jan 19, 2012
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2499 views

Accelerated Adaptive Markov Chain for Partition Function Computation
Sep 6, 2012
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3054 views

Information Rates and Optimal Decoding in Large Neural Populations
Sep 6, 2012
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2515 views

Solving Decision Problems with Limited Information
Jan 19, 2012
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2634 views

A blind deconvolution method for neural spike identification
Sep 6, 2012
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3019 views

Neuronal Adaptation for Sampling-Based Probabilistic Inference in Perceptual Bis...
Sep 6, 2012
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2775 views

Sequence learning with hidden units in spiking neural networks
Sep 6, 2012
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3632 views
Spotlights Session 4

Sparse Estimation with Structured Dictionaries
Sep 6, 2012
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3499 views

See the Tree Through the Lines: The Shazoo Algorithm
Sep 6, 2012
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1769 views

Algorithms and hardness results for parallel large margin learning
Sep 6, 2012
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2771 views

Non-Asymptotic Analysis of Stochastic Approximation Algorithms for Machine Learn...
Jan 19, 2012
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3884 views

Online Submodular Set Cover, Ranking, and Repeated Active Learning
Sep 6, 2012
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2549 views
Spotlights Session 5

Learning to Learn with Compound HD Models
Sep 6, 2012
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3834 views

Rapid Deformable Object Detection using Dual-Tree Branch-and-Bound
Jan 19, 2012
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229 views

Im2Text: Describing Images Using 1 Million Captioned Photographs
Sep 6, 2012
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2867 views

Probabilistic Joint Image Segmentation and Labeling
Jan 19, 2012
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71 views

On Learning Discrete Graphical Models using Greedy Methods
Jan 19, 2012
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106 views

Object Detection with Grammar Models
Sep 6, 2012
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5740 views

Minimax Localization of Structural Information in Large Noisy Matrices
Sep 6, 2012
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2717 views
Spotlights Session 6

Projection onto A Nonnegative Max-Heap
Sep 6, 2012
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2817 views

Active Classification based on Value of Classifier
Sep 6, 2012
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3162 views

Lower Bounds for Passive and Active Learning
Sep 6, 2012
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3069 views

From Bandits to Experts: On the Value of Side-Observations
Sep 6, 2012
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2429 views

Improved Algorithms for Linear Stochastic Bandits
Sep 6, 2012
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3779 views

Phase transition in the family of p-resistances
Sep 6, 2012
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3083 views

Budgeted Optimization with Concurrent Stochastic-Duration Experiments
Jan 19, 2012
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3480 views
Spotlights Session 7

Sparse Filtering
Sep 6, 2012
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4342 views

Directed Graph Embedding: an Algorithm based on Continuous Limits of Laplacian-t...
Sep 6, 2012
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3011 views

Noise Thresholds for Spectral Clustering
Sep 6, 2012
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3031 views

Complexity of Inference in Latent Dirichlet Allocation
Sep 6, 2012
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3455 views

Practical Variational Inference for Neural Networks
Sep 6, 2012
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4892 views

A Multilinear Subspace Regression Method Using Orthogonal Tensors Decompositions
Sep 6, 2012
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108 views