Video Journal of Machine Learning Abstracts - Volume 2

Video Journal of Machine Learning Abstracts - Volume 2

37 Lectures · Dec 12, 2011

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

Related categories

Uploaded videos:

Spotlights Session 1

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03:33

Uniqueness of Belief Propagation on Signed Graphs

Yusuke Watanabe

Sep 06, 2012

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2756 Views

Demonstration
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03:56

Structural equations and divisive normalization for energy-dependent component a...

Jun-ichiro Hirayama

Sep 06, 2012

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2668 Views

Demonstration
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03:30

Probabilistic amplitude and frequency demodulation

Richard Turner

Sep 06, 2012

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2988 Views

Demonstration
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05:15

Active dendrites: adaptation to spike-based communication

Balazs B Ujfalussy

Sep 06, 2012

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2721 Views

Demonstration

Spotlights Session 2

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03:11

Action-Gap Phenomenon in Reinforcement Learning

Amir-massoud Farahmand

Sep 06, 2012

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2995 Views

Demonstration
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03:58

The Fixed Points of Off-Policy TD

J. Zico Kolter

Sep 06, 2012

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2828 Views

Demonstration
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03:56

Evaluating the inverse decision-making approach to preference learning

Alan Jern

Sep 06, 2012

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2485 Views

Demonstration
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02:57

Identifying Alzheimer's Disease-Related Brain Regions from Multi-Modality Neuroi...

Jieping Ye

Sep 06, 2012

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3307 Views

Demonstration
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05:15

Anatomically Constrained Decoding of Finger Flexion from Electrocorticographic S...

Qiang Ji

Sep 06, 2012

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2854 Views

Demonstration
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03:52

Active learning of neural response functions with Gaussian processes

Mijung Park

Sep 06, 2012

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4029 Views

Demonstration

Spotlights Session 3

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03:43

Neuronal Adaptation for Sampling-Based Probabilistic Inference in Perceptual Bis...

David P Reichert

Sep 06, 2012

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2761 Views

Demonstration
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04:02

Sequence learning with hidden units in spiking neural networks

Johanni Brea

Sep 06, 2012

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3609 Views

Demonstration
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03:57

Information Rates and Optimal Decoding in Large Neural Populations

David Pfau

Sep 06, 2012

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2503 Views

Demonstration
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04:14

A blind deconvolution method for neural spike identification

Chaitanya Ekanadham

Sep 06, 2012

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3010 Views

Demonstration
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04:01

Accelerated Adaptive Markov Chain for Partition Function Computation

Stefano Ermon

Sep 06, 2012

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3031 Views

Demonstration
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02:54

The Kernel Beta Process

David E. Carlson

Jan 19, 2012

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2479 Views

Demonstration
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02:55

Solving Decision Problems with Limited Information

Denis D. Mauá

Jan 19, 2012

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2612 Views

Demonstration

Spotlights Session 4

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03:27

Algorithms and hardness results for parallel large margin learning

Phil Long

Sep 06, 2012

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2753 Views

Demonstration
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03:42

Non-Asymptotic Analysis of Stochastic Approximation Algorithms for Machine Learn...

Francis R. Bach

Jan 19, 2012

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3867 Views

Demonstration
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02:59

Online Submodular Set Cover, Ranking, and Repeated Active Learning

Jeff A. Bilmes

Sep 06, 2012

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2537 Views

Demonstration
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05:18

Sparse Estimation with Structured Dictionaries

David P Wipf

Sep 06, 2012

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3476 Views

Demonstration

Spotlights Session 5

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01:52

Minimax Localization of Structural Information in Large Noisy Matrices

Sivaraman Balakrishnan

Sep 06, 2012

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2698 Views

Demonstration
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04:47

Learning to Learn with Compound HD Models

Ruslan Salakhutdinov

Sep 06, 2012

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3812 Views

Demonstration
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03:51

Object Detection with Grammar Models

Ross B. Girshick

Sep 06, 2012

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5723 Views

Demonstration
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04:06

Im2Text: Describing Images Using 1 Million Captioned Photographs

Vicente Ordonez

Sep 06, 2012

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2854 Views

Demonstration

Spotlights Session 6

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03:19

Improved Algorithms for Linear Stochastic Bandits

Yasin Abbasi-Yadkori

Sep 06, 2012

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3763 Views

Demonstration
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03:09

From Bandits to Experts: On the Value of Side-Observations

Ohad Shamir

Sep 06, 2012

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2414 Views

Demonstration
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04:17

Lower Bounds for Passive and Active Learning

Maxim Raginsky

Sep 06, 2012

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3057 Views

Demonstration
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04:01

Active Classification based on Value of Classifier

Tianshi Gao

Sep 06, 2012

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3136 Views

Demonstration
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03:51

Budgeted Optimization with Concurrent Stochastic-Duration Experiments

Javad Azimi

Jan 19, 2012

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3467 Views

Demonstration
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04:04

Projection onto A Nonnegative Max-Heap

Jieping Ye

Sep 06, 2012

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2803 Views

Demonstration
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02:43

Phase transition in the family of p-resistances

Morteza Alamgir

Sep 06, 2012

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3064 Views

Demonstration

Spotlights Session 7

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04:54

Complexity of Inference in Latent Dirichlet Allocation

David Sontag

Sep 06, 2012

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3440 Views

Demonstration
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06:10

Practical Variational Inference for Neural Networks

Alex Graves

Sep 06, 2012

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4874 Views

Demonstration
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02:50

Sparse Filtering

Jiquan Ngiam

Sep 06, 2012

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4322 Views

Demonstration
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04:22

Directed Graph Embedding: an Algorithm based on Continuous Limits of Laplacian-t...

Dominique Perrault-Joncas

Sep 06, 2012

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2994 Views

Demonstration
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03:10

Noise Thresholds for Spectral Clustering

Sivaraman Balakrishnan

Sep 06, 2012

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3019 Views

Demonstration