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Video Journal of Machine Learning Abstracts - Volume 2

Video Journal of Machine Learning Abstracts - Volume 2

42 Videos · 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

Videos

Spotlights Session 1

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03:30

Probabilistic amplitude and frequency demodulation

Richard Turner

calendar icon Sep 6, 2012 3013 views

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05:15

Active dendrites: adaptation to spike-based communication

Balazs B Ujfalussy

calendar icon Sep 6, 2012 2733 views

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03:33

Uniqueness of Belief Propagation on Signed Graphs

Yusuke Watanabe

calendar icon Sep 6, 2012 2785 views

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03:56

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

Jun-ichiro Hirayama

calendar icon Sep 6, 2012 2690 views

Spotlights Session 2

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02:57

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

Jieping Ye

calendar icon Sep 6, 2012 3330 views

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03:58

The Fixed Points of Off-Policy TD

J. Zico Kolter

calendar icon Sep 6, 2012 2850 views

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03:52

Active learning of neural response functions with Gaussian processes

Mijung Park

calendar icon Sep 6, 2012 4048 views

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05:15

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

Qiang Ji

calendar icon Sep 6, 2012 2869 views

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03:11

Action-Gap Phenomenon in Reinforcement Learning

Amir-massoud Farahmand

calendar icon Sep 6, 2012 3014 views

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03:56

Evaluating the inverse decision-making approach to preference learning

Alan Jern

calendar icon Sep 6, 2012 2508 views

Spotlights Session 3

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02:54

The Kernel Beta Process

David E. Carlson

calendar icon Jan 19, 2012 2509 views

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04:01

Accelerated Adaptive Markov Chain for Partition Function Computation

Stefano Ermon

calendar icon Sep 6, 2012 3062 views

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03:57

Information Rates and Optimal Decoding in Large Neural Populations

David Pfau

calendar icon Sep 6, 2012 2525 views

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02:55

Solving Decision Problems with Limited Information

Denis D. Mauá

calendar icon Jan 19, 2012 2643 views

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04:14

A blind deconvolution method for neural spike identification

Chaitanya Ekanadham

calendar icon Sep 6, 2012 3024 views

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03:43

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

David P Reichert

calendar icon Sep 6, 2012 2783 views

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04:02

Sequence learning with hidden units in spiking neural networks

Johanni Brea

calendar icon Sep 6, 2012 3636 views

Spotlights Session 4

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05:18

Sparse Estimation with Structured Dictionaries

David P Wipf

calendar icon Sep 6, 2012 3508 views

Draft
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03:09

See the Tree Through the Lines: The Shazoo Algorithm

Fabio Vitale

calendar icon Sep 6, 2012 1769 views

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03:27

Algorithms and hardness results for parallel large margin learning

Phil Long

calendar icon Sep 6, 2012 2782 views

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03:42

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

Francis R. Bach

calendar icon Jan 19, 2012 3894 views

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02:59

Online Submodular Set Cover, Ranking, and Repeated Active Learning

Jeff A. Bilmes

calendar icon Sep 6, 2012 2557 views

Spotlights Session 5

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04:47

Learning to Learn with Compound HD Models

Ruslan Salakhutdinov

calendar icon Sep 6, 2012 3853 views

Draft
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04:05

Rapid Deformable Object Detection using Dual-Tree Branch-and-Bound

Iasonas Kokkinos

calendar icon Jan 19, 2012 229 views

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04:06

Im2Text: Describing Images Using 1 Million Captioned Photographs

Vicente Ordonez

calendar icon Sep 6, 2012 2887 views

Draft
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03:49

Probabilistic Joint Image Segmentation and Labeling

Adrian Ion

calendar icon Jan 19, 2012 71 views

Draft
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04:30

On Learning Discrete Graphical Models using Greedy Methods

Christopher C Johnson

calendar icon Jan 19, 2012 106 views

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03:51

Object Detection with Grammar Models

Ross B. Girshick

calendar icon Sep 6, 2012 5751 views

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01:52

Minimax Localization of Structural Information in Large Noisy Matrices

Sivaraman Balakrishnan

calendar icon Sep 6, 2012 2724 views

Spotlights Session 6

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04:04

Projection onto A Nonnegative Max-Heap

Jieping Ye

calendar icon Sep 6, 2012 2824 views

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04:01

Active Classification based on Value of Classifier

Tianshi Gao

calendar icon Sep 6, 2012 3173 views

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04:17

Lower Bounds for Passive and Active Learning

Maxim Raginsky

calendar icon Sep 6, 2012 3075 views

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03:09

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

Ohad Shamir

calendar icon Sep 6, 2012 2435 views

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03:19

Improved Algorithms for Linear Stochastic Bandits

Yasin Abbasi-Yadkori

calendar icon Sep 6, 2012 3786 views

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02:43

Phase transition in the family of p-resistances

Morteza Alamgir

calendar icon Sep 6, 2012 3089 views

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03:51

Budgeted Optimization with Concurrent Stochastic-Duration Experiments

Javad Azimi

calendar icon Jan 19, 2012 3491 views

Spotlights Session 7

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02:50

Sparse Filtering

Jiquan Ngiam

calendar icon Sep 6, 2012 4349 views

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04:22

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

Dominique Perrault-Joncas

calendar icon Sep 6, 2012 3018 views

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03:10

Noise Thresholds for Spectral Clustering

Sivaraman Balakrishnan

calendar icon Sep 6, 2012 3038 views

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04:54

Complexity of Inference in Latent Dirichlet Allocation

David Sontag

calendar icon Sep 6, 2012 3460 views

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06:10

Practical Variational Inference for Neural Networks

Alex Graves

calendar icon Sep 6, 2012 4902 views

Draft
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03:03

A Multilinear Subspace Regression Method Using Orthogonal Tensors Decompositions

Qibin Zhao

calendar icon Sep 6, 2012 108 views

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