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Knowledge 4 All Foundation Video Journal Volume 3   

Video Journal of Machine Learning Abstracts - Volume 3

editor: Chris Burges, Microsoft Research
editor: Patrick Haffner, AT&T Labs, Inc.
editor: Davor Orlič, Knowledge 4 All Foundation Ltd.
editor: Léon Bottou, Facebook

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 26th Annual Conference on Neural Information Processing Systems (NIPS), Lake Tahoe 2012

NIPS Workshops videos are available at NIPS Workshops, Lake Tahoe 2012
Categories

Spotlight Session 1

[syn]  4485 views, 03:39   journal video abstract
flagPutting Bayes to sleepPutting Bayes to sleep
Wouter M. Koolen Wouter M. Koolen
[syn]  3208 views, 03:42   journal video abstract
flagConfusion-Based Online Learning and a Passive-Aggressive SchemeConfusion-Based Online Learning and a Passive-Aggressive Scheme
Liva Ralaivola Liva Ralaivola
comments1 comment 
[syn]  3219 views, 02:25   journal video abstract
flagVolume Regularization for Binary ClassificationVolume Regularization for Binary Classification
Koby Crammer Koby Crammer
[syn]  3387 views, 02:15   journal video abstract
flagFast Resampling Weighted v-StatisticsFast Resampling Weighted v-Statistics
Chunxiao Zhou Chunxiao Zhou
[syn]  2927 views, 03:08   journal video abstract
flagPointwise Tracking the Optimal Regression FunctionPointwise Tracking the Optimal Regression Function
Yair Wiener Yair Wiener

Spotlight Session 2

[syn]  3347 views, 03:09   journal video abstract
flagA Convex Formulation for Learning Scale-Free Networks via Submodular RelaxationA Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation
Aaron Defazio Aaron Defazio
[syn]  2787 views, 03:24   journal video abstract
flagActive Comparison of Prediction ModelsActive Comparison of Prediction Models
Christoph Sawade Christoph Sawade
[syn]  2819 views, 03:28   journal video abstract
flagEntangled Monte CarloEntangled Monte Carlo
Seong-Hwan Jun Seong-Hwan Jun
[syn]  2967 views, 02:47   journal video abstract
flagModelling Reciprocating Relationships with Hawkes ProcessesModelling Reciprocating Relationships with Hawkes Processes
Charles Blundell Charles Blundell
[syn]  2939 views, 03:53   journal video abstract
flagContinuous Relaxations for Discrete Hamiltonian Monte CarloContinuous Relaxations for Discrete Hamiltonian Monte Carlo
Yichuan Zhang Yichuan Zhang
[syn]  2895 views, 03:49   journal video abstract
flagEfficient high dimensional maximum entropy modeling via symmetric partition functionsEfficient high dimensional maximum entropy modeling via symmetric partition functions
Paul Vernaza Paul Vernaza

Spotlight Session 3

[syn]  4058 views, 03:59   journal video abstract
flagA quasi-Newton proximal splitting methodA quasi-Newton proximal splitting method
Jalal Fadili Jalal Fadili
[syn]  3094 views, 02:41   journal video abstract
flagFactoring nonnegative matrices with linear programsFactoring nonnegative matrices with linear programs
Victor Bittorf Victor Bittorf
[syn]  3252 views, 03:24   journal video abstract
flagScaled Gradients on Grassmann Manifolds for Matrix CompletionScaled Gradients on Grassmann Manifolds for Matrix Completion
Thanh Ngo Thanh Ngo
[syn]  2866 views, 03:59   journal video abstract
flagMulti-criteria Anomaly Detection using Pareto Depth AnalysisMulti-criteria Anomaly Detection using Pareto Depth Analysis
Alfred O. Hero III Alfred O. Hero III
[syn]  4400 views, 03:29   journal video abstract
flagSemi-Supervised Domain Adaptation with Non-Parametric CopulasSemi-Supervised Domain Adaptation with Non-Parametric Copulas
David Lopez-Paz David Lopez-Paz

Spotlight Session 4

[syn]  34811 views, 02:36   journal video abstract
flagImageNet Classification with Deep Convolutional Neural NetworksImageNet Classification with Deep Convolutional Neural Networks
Alex Krizhevsky Alex Krizhevsky
comments2 comments 
[syn]  3536 views, 04:38   journal video abstract
flagSearching for objects driven by contextSearching for objects driven by context
Bogdan Alexe Bogdan Alexe
[syn]  6415 views, 02:43   journal video abstract
flag3D Object Detection and Viewpoint Estimation with a Deformable 3D Cuboid Model3D Object Detection and Viewpoint Estimation with a Deformable 3D ...
Sanja Fidler Sanja Fidler
comments1 comment 
[syn]  3465 views, 03:10   journal video abstract
flagAnalyzing 3D Objects in Cluttered ImagesAnalyzing 3D Objects in Cluttered Images
Mohsen Hejrati Mohsen Hejrati
[syn]  3438 views, 03:26   journal video abstract
flagDiscriminatively Trained Sparse Code Gradients for Contour DetectionDiscriminatively Trained Sparse Code Gradients for Contour Detection
Xiaofeng Ren Xiaofeng Ren

Spotlight Session 5

[syn]  3422 views, 04:02   journal video abstract
flagMajorization for CRFs and Latent LikelihoodsMajorization for CRFs and Latent Likelihoods
Anna Choromanska Anna Choromanska
[syn]  2707 views, 04:12   journal video abstract
flagKernel HyperalignmentKernel Hyperalignment
Peter J. Ramadge Peter J. Ramadge
[syn]  3049 views, 04:02   journal video abstract
flagLearning Networks of Heterogeneous InfluenceLearning Networks of Heterogeneous Influence
Nan Du Nan Du
votesvotesvotesvotesvotes [syn]  3639 views, 04:23   journal video abstract
flagLearning from Distributions via Support Measure MachinesLearning from Distributions via Support Measure Machines
Krikamol Muandet Krikamol Muandet
[syn]  2859 views, 03:46   journal video abstract
flagMulticlass Learning Approaches: A Theoretical Comparison with ImplicationsMulticlass Learning Approaches: A Theoretical Comparison with Implications
Amit Daniely Amit Daniely

Spotlight Session 6

[syn]  4308 views, 03:43   journal video abstract
flagNear Optimal Chernoff Bounds for Markov Decision ProcessesNear Optimal Chernoff Bounds for Markov Decision Processes
Teodor Mihai Moldovan Teodor Mihai Moldovan
[syn]  3259 views, 03:49   journal video abstract
flagRegularized Off-Policy TD-LearningRegularized Off-Policy TD-Learning
Bo Liu Bo Liu
votesvotesvotesvotesvotes [syn]  3823 views, 04:08   journal video abstract
flagHuman memory search as a random walk in a semantic networkHuman memory search as a random walk in a semantic ...
Joshua T. Abbott Joshua T. Abbott
[syn]  2862 views, 03:33   journal video abstract
flagLocating Changes in Highly Dependent Data with an Unknown Number of Change PointsLocating Changes in Highly Dependent Data with an Unknown Number ...
Azadeh Khaleghi Azadeh Khaleghi
[syn]  2744 views, 03:25   journal video abstract
flagClassification Calibration Dimension for General Multiclass LossesClassification Calibration Dimension for General Multiclass Losses
Harish Guruprasad Harish Guruprasad
[syn]  3225 views, 03:18   journal video abstract
flagMulti-Stage Multi-Task Feature LearningMulti-Stage Multi-Task Feature Learning
Changshui Zhang Changshui Zhang

Spotlight Session 7

[syn]  3864 views, 03:10   journal video abstract
flagStatistical Consistency of Ranking Methods in A Rank-Differentiable Probability SpaceStatistical Consistency of Ranking Methods in A Rank-Differentiable Probability Space
Yanyan Lan Yanyan Lan
1635 views, 03:56   journal video abstract
lockedflagIterative ranking from pair-wise comparisonsIterative ranking from pair-wise comparisons
Sahand Negahban Sahand Negahban
[syn]  2659 views, 03:35   journal video abstract
flag Hierarchical spike coding of soundHierarchical spike coding of sound
Yan Karklin Yan Karklin
[syn]  5183 views, 03:36   journal video abstract
flagPatient Risk Stratification for Hospital-Associated C. Diff as a Time-Series Classification TaskPatient Risk Stratification for Hospital-Associated C. Diff as a Time-Series ...
Jenna Wiens Jenna Wiens
[syn]  2631 views, 03:33   journal video abstract
flagOn Multilabel Classification and Ranking with Partial FeedbackOn Multilabel Classification and Ranking with Partial Feedback
Francesco Orabona Francesco Orabona

Spotlight Session 8

[syn]  2627 views, 03:53   journal video abstract
flagScalable Inference of Overlapping CommunitiesScalable Inference of Overlapping Communities
Prem Gopalan Prem Gopalan
[syn]  2951 views, 03:18   journal video abstract
flagBayesian Nonparametric Modeling of Suicide AttemptsBayesian Nonparametric Modeling of Suicide Attempts
Isabel Valera Isabel Valera
[syn]  3523 views, 04:00   journal video abstract
flagAugment-and-Conquer Negative Binomial ProcessesAugment-and-Conquer Negative Binomial Processes
Mingyuan Zhou Mingyuan Zhou
[syn]  3451 views, 03:26   journal video abstract
flagSymmetric Correspondence Topic Models for Multilingual Text AnalysisSymmetric Correspondence Topic Models for Multilingual Text Analysis
Kosuke Fukumasu Kosuke Fukumasu
[syn]  3899 views, 03:34   journal video abstract
flagA Spectral Algorithm for Latent Dirichlet AllocationA Spectral Algorithm for Latent Dirichlet Allocation
Daniel Hsu Daniel Hsu

Spotlight Session 9

[syn]  3873 views, 04:15   journal video abstract
flagComplex Inference in Neural Circuits with Probabilistic Population Codes and Topic ModelsComplex Inference in Neural Circuits with Probabilistic Population Codes and ...
Jeff Beck Jeff Beck
votesvotesvotesvotesvotes [syn]  3069 views, 04:06   journal video abstract
flagIdentification of Recurrent Patterns in the Activation of Brain NetworksIdentification of Recurrent Patterns in the Activation of Brain Networks
Firdaus Janoos Firdaus Janoos
[syn]  2659 views, 03:01   journal video abstract
flagDelay Compensation with Dynamical SynapsesDelay Compensation with Dynamical Synapses
C. C. Alan Fung C. C. Alan Fung
[syn]  3009 views, 04:14   journal video abstract
flagEfficient Spike-Coding with Multiplicative Adaptation in a Spike Response ModelEfficient Spike-Coding with Multiplicative Adaptation in a Spike Response Model
Sander M. Bohte Sander M. Bohte
[syn]  3395 views, 03:00   journal video abstract
flagDeep Spatio-Temporal Architectures and Learning for Protein Structure PredictionDeep Spatio-Temporal Architectures and Learning for Protein Structure Prediction
Ken Nagata Ken Nagata

Spotlight Session 10

[syn]  3051 views, 04:00   journal video abstract
flag Sparse Prediction with the k-Support NormSparse Prediction with the k-Support Norm
Andreas Argyriou Andreas Argyriou
[syn]  4223 views, 03:47   journal video abstract
flagCompressive neural representation of sparse, high-dimensional probabilitiesCompressive neural representation of sparse, high-dimensional probabilities
Xaq Pitkow Xaq Pitkow
[syn]  2716 views, 04:36   journal video abstract
flagExact and Stable Recovery of Sequences of Signals with Sparse Increments via Differential ℓ1-MinimizationExact and Stable Recovery of Sequences of Signals with Sparse ...
Demba Ba Demba Ba
[syn]  2702 views, 03:39   journal video abstract
flag Selecting Diverse Features via Spectral RegularizationSelecting Diverse Features via Spectral Regularization
Abhimanyu Das Abhimanyu Das

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Comment1 Hedaitullah , December 21, 2020 at 4:18 a.m.:

NYC

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