Video Journal of Machine Learning Abstracts - Volume 3

Video Journal of Machine Learning Abstracts - Volume 3

50 Lectures · Dec 4, 2012

About

Welcome to the 3rd 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 equally dedicated to presenting the spotlight presentations of the 2012 Neural Information Processing Systems (NIPS) Conference held in December 3, 2012, Lake Tahoe, Nevada, United States as the Volume 2 and Volume 3 of this Journal. The original papers which were submitted to NIPS 2012 were also added to the video abstracts.

Chris J.C. Burges, Leon Bottou, Patrick Haffner and Davor Orlic

Editors of the 3rd Issue and Programme Chairs of the 2010 NIPS Conference


NIPS Oral Sessions videos are available at [[nips2012_laketahoe]]

NIPS Workshops videos are available at [[nipsworkshops2012_laketahoe]]

Related categories

Uploaded videos:

Spotlight Session 1

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03:39

Putting Bayes to sleep

Wouter M. Koolen

Jan 14, 2013

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4530 Views

Demonstration
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03:42

Confusion-Based Online Learning and a Passive-Aggressive Scheme

Liva Ralaivola

Jan 14, 2013

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3262 Views

Demonstration
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02:25

Volume Regularization for Binary Classification

Koby Crammer

Jan 14, 2013

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3263 Views

Demonstration
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02:15

Fast Resampling Weighted v-Statistics

Chunxiao Zhou

Jan 14, 2013

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3433 Views

Demonstration
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03:08

Pointwise Tracking the Optimal Regression Function

Yair Wiener

Jan 14, 2013

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2965 Views

Demonstration

Spotlight Session 2

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03:09

A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation

Aaron Defazio

Jan 14, 2013

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3395 Views

Demonstration
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03:24

Active Comparison of Prediction Models

Christoph Sawade

Jan 14, 2013

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2815 Views

Demonstration
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03:28

Entangled Monte Carlo

Seong-Hwan Jun

Jan 14, 2013

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2879 Views

Demonstration
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02:47

Modelling Reciprocating Relationships with Hawkes Processes

Charles Blundell

Jan 14, 2013

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3011 Views

Demonstration
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03:53

Continuous Relaxations for Discrete Hamiltonian Monte Carlo

Yichuan Zhang

Jan 14, 2013

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2977 Views

Demonstration
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03:49

Efficient high dimensional maximum entropy modeling via symmetric partition func...

Paul Vernaza

Jan 14, 2013

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2916 Views

Demonstration

Spotlight Session 3

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03:59

A quasi-Newton proximal splitting method

Jalal Fadili

Jan 14, 2013

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4103 Views

Demonstration
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02:41

Factoring nonnegative matrices with linear programs

Victor Bittorf

Jan 14, 2013

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3141 Views

Demonstration
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03:24

Scaled Gradients on Grassmann Manifolds for Matrix Completion

Thanh Ngo

Jan 14, 2013

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3317 Views

Demonstration
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03:59

Multi-criteria Anomaly Detection using Pareto Depth Analysis

Alfred O. Hero III

Jan 14, 2013

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2913 Views

Demonstration
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03:29

Semi-Supervised Domain Adaptation with Non-Parametric Copulas

David Lopez-Paz

Jan 14, 2013

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4442 Views

Demonstration

Spotlight Session 4

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02:36

ImageNet Classification with Deep Convolutional Neural Networks

Alex Krizhevsky

Jan 14, 2013

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35013 Views

Demonstration
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04:38

Searching for objects driven by context

Bogdan Alexe

Jan 14, 2013

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3550 Views

Demonstration
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02:43

3D Object Detection and Viewpoint Estimation with a Deformable 3D Cuboid Model

Sanja Fidler

Jan 14, 2013

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6468 Views

Demonstration
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03:10

Analyzing 3D Objects in Cluttered Images

Mohsen Hejrati

Jan 14, 2013

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3496 Views

Demonstration
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03:26

Discriminatively Trained Sparse Code Gradients for Contour Detection

Xiaofeng Ren

Jan 14, 2013

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3484 Views

Demonstration

Spotlight Session 5

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04:02

Majorization for CRFs and Latent Likelihoods

Anna Choromanska

Jan 14, 2013

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3469 Views

Demonstration
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04:12

Kernel Hyperalignment

Peter J. Ramadge

Jan 14, 2013

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2745 Views

Demonstration
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04:02

Learning Networks of Heterogeneous Influence

Nan Du

Jan 14, 2013

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3090 Views

Demonstration
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04:23

Learning from Distributions via Support Measure Machines

Krikamol Muandet

Jan 14, 2013

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3678 Views

Demonstration
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03:46

Multiclass Learning Approaches: A Theoretical Comparison with Implications

Amit Daniely

Jan 14, 2013

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2898 Views

Demonstration

Spotlight Session 6

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03:43

Near Optimal Chernoff Bounds for Markov Decision Processes

Teodor Mihai Moldovan

Jan 14, 2013

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4364 Views

Demonstration
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03:49

Regularized Off-Policy TD-Learning

Bo Liu

Jan 14, 2013

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3305 Views

Demonstration
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04:08

Human memory search as a random walk in a semantic network

Joshua T. Abbott

Jan 14, 2013

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3876 Views

Demonstration
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03:33

Locating Changes in Highly Dependent Data with an Unknown Number of Change Point...

Azadeh Khaleghi

Jan 14, 2013

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2875 Views

Demonstration
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03:25

Classification Calibration Dimension for General Multiclass Losses

Harish Guruprasad

Jan 14, 2013

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2773 Views

Demonstration
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03:18

Multi-Stage Multi-Task Feature Learning

Changshui Zhang

Jan 15, 2013

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3275 Views

Demonstration

Spotlight Session 7

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03:10

Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability ...

Yanyan Lan

Jan 14, 2013

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3909 Views

Demonstration
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03:35

Hierarchical spike coding of sound

Yan Karklin

Jan 14, 2013

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2723 Views

Demonstration
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03:36

Patient Risk Stratification for Hospital-Associated C. Diff as a Time-Series Cla...

Jenna Wiens

Jan 18, 2013

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5233 Views

Demonstration
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03:33

On Multilabel Classification and Ranking with Partial Feedback

Francesco Orabona

Jan 14, 2013

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2671 Views

Demonstration

Spotlight Session 8

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03:53

Scalable Inference of Overlapping Communities

Prem Gopalan

Jan 11, 2013

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2676 Views

Demonstration
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03:18

Bayesian Nonparametric Modeling of Suicide Attempts

Isabel Valera

Jan 14, 2013

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3004 Views

Demonstration
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04:00

Augment-and-Conquer Negative Binomial Processes

Mingyuan Zhou

Jan 14, 2013

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3550 Views

Demonstration
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03:26

Symmetric Correspondence Topic Models for Multilingual Text Analysis

Kosuke Fukumasu

Jan 14, 2013

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3491 Views

Demonstration
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03:34

A Spectral Algorithm for Latent Dirichlet Allocation

Daniel Hsu

Jan 14, 2013

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3951 Views

Demonstration

Spotlight Session 9

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04:15

Complex Inference in Neural Circuits with Probabilistic Population Codes and Top...

Jeff Beck

Jan 14, 2013

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3925 Views

Demonstration
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04:06

Identification of Recurrent Patterns in the Activation of Brain Networks

Firdaus Janoos

Jan 14, 2013

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3102 Views

Demonstration
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03:01

Delay Compensation with Dynamical Synapses

C. C. Alan Fung

Jan 11, 2013

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2671 Views

Demonstration
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04:14

Efficient Spike-Coding with Multiplicative Adaptation in a Spike Response Model

Sander M. Bohte

Jan 14, 2013

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3042 Views

Demonstration
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03:00

Deep Spatio-Temporal Architectures and Learning for Protein Structure Prediction

Ken Nagata

Jan 14, 2013

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3420 Views

Demonstration

Spotlight Session 10

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04:00

Sparse Prediction with the k-Support Norm

Andreas Argyriou

Jan 15, 2013

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3077 Views

Demonstration
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03:47

Compressive neural representation of sparse, high-dimensional probabilities

Xaq Pitkow

Jan 14, 2013

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4251 Views

Demonstration
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04:36

Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Dif...

Demba Ba

Jan 14, 2013

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2748 Views

Demonstration
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03:39

Selecting Diverse Features via Spectral Regularization

Abhimanyu Das

Jan 15, 2013

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2724 Views

Demonstration