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
Putting Bayes to sleep
Jan 14, 2013
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4532 Views
Confusion-Based Online Learning and a Passive-Aggressive Scheme
Jan 14, 2013
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3262 Views
Volume Regularization for Binary Classification
Jan 14, 2013
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3263 Views
Fast Resampling Weighted v-Statistics
Jan 14, 2013
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3434 Views
Pointwise Tracking the Optimal Regression Function
Jan 14, 2013
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2965 Views
Spotlight Session 2
A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation
Jan 14, 2013
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3395 Views
Active Comparison of Prediction Models
Jan 14, 2013
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2815 Views
Entangled Monte Carlo
Jan 14, 2013
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2880 Views
Modelling Reciprocating Relationships with Hawkes Processes
Jan 14, 2013
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3011 Views
Continuous Relaxations for Discrete Hamiltonian Monte Carlo
Jan 14, 2013
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2980 Views
Efficient high dimensional maximum entropy modeling via symmetric partition func...
Jan 14, 2013
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2917 Views
Spotlight Session 3
A quasi-Newton proximal splitting method
Jan 14, 2013
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4103 Views
Factoring nonnegative matrices with linear programs
Jan 14, 2013
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3141 Views
Scaled Gradients on Grassmann Manifolds for Matrix Completion
Jan 14, 2013
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3317 Views
Multi-criteria Anomaly Detection using Pareto Depth Analysis
Jan 14, 2013
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2913 Views
Semi-Supervised Domain Adaptation with Non-Parametric Copulas
Jan 14, 2013
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4442 Views
Spotlight Session 4
ImageNet Classification with Deep Convolutional Neural Networks
Jan 14, 2013
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35026 Views
Searching for objects driven by context
Jan 14, 2013
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3551 Views
3D Object Detection and Viewpoint Estimation with a Deformable 3D Cuboid Model
Jan 14, 2013
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6468 Views
Analyzing 3D Objects in Cluttered Images
Jan 14, 2013
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3496 Views
Discriminatively Trained Sparse Code Gradients for Contour Detection
Jan 14, 2013
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3484 Views
Spotlight Session 5
Majorization for CRFs and Latent Likelihoods
Jan 14, 2013
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3470 Views
Kernel Hyperalignment
Jan 14, 2013
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2745 Views
Learning Networks of Heterogeneous Influence
Jan 14, 2013
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3090 Views
Learning from Distributions via Support Measure Machines
Jan 14, 2013
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3678 Views
Multiclass Learning Approaches: A Theoretical Comparison with Implications
Jan 14, 2013
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2898 Views
Spotlight Session 6
Near Optimal Chernoff Bounds for Markov Decision Processes
Jan 14, 2013
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4368 Views
Regularized Off-Policy TD-Learning
Jan 14, 2013
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3306 Views
Human memory search as a random walk in a semantic network
Jan 14, 2013
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3877 Views
Locating Changes in Highly Dependent Data with an Unknown Number of Change Point...
Jan 14, 2013
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2875 Views
Classification Calibration Dimension for General Multiclass Losses
Jan 14, 2013
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2773 Views
Multi-Stage Multi-Task Feature Learning
Jan 15, 2013
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3275 Views
Spotlight Session 7
Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability ...
Jan 14, 2013
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3909 Views
Hierarchical spike coding of sound
Jan 14, 2013
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2724 Views
Patient Risk Stratification for Hospital-Associated C. Diff as a Time-Series Cla...
Jan 18, 2013
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5237 Views
On Multilabel Classification and Ranking with Partial Feedback
Jan 14, 2013
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2671 Views
Spotlight Session 8
Scalable Inference of Overlapping Communities
Jan 11, 2013
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2676 Views
Bayesian Nonparametric Modeling of Suicide Attempts
Jan 14, 2013
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3005 Views
Augment-and-Conquer Negative Binomial Processes
Jan 14, 2013
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3551 Views
Symmetric Correspondence Topic Models for Multilingual Text Analysis
Jan 14, 2013
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3492 Views
A Spectral Algorithm for Latent Dirichlet Allocation
Jan 14, 2013
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3952 Views
Spotlight Session 9
Complex Inference in Neural Circuits with Probabilistic Population Codes and Top...
Jan 14, 2013
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3926 Views
Identification of Recurrent Patterns in the Activation of Brain Networks
Jan 14, 2013
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3102 Views
Delay Compensation with Dynamical Synapses
Jan 11, 2013
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2673 Views
Efficient Spike-Coding with Multiplicative Adaptation in a Spike Response Model
Jan 14, 2013
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3043 Views
Deep Spatio-Temporal Architectures and Learning for Protein Structure Prediction
Jan 14, 2013
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3423 Views
Spotlight Session 10
Sparse Prediction with the k-Support Norm
Jan 15, 2013
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3078 Views
Compressive neural representation of sparse, high-dimensional probabilities
Jan 14, 2013
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4252 Views
Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Dif...
Jan 14, 2013
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2749 Views
Selecting Diverse Features via Spectral Regularization
Jan 15, 2013
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2726 Views