Dec 4, 2012 
51 videos 
Video Journal of Machine Learning Abstracts - Volume 3
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]]
Spotlight Session 1
Pointwise Tracking the Optimal Regression Function
Jan 14, 2013 2992 views
Putting Bayes to sleep
Jan 14, 2013 4583 views
Volume Regularization for Binary Classification
Jan 14, 2013 3297 views
Confusion-Based Online Learning and a Passive-Aggressive Scheme
Jan 14, 2013 3297 views
Fast Resampling Weighted v-Statistics
Jan 14, 2013 3466 views
Spotlight Session 2
Continuous Relaxations for Discrete Hamiltonian Monte Carlo
Jan 14, 2013 3007 views
Modelling Reciprocating Relationships with Hawkes Processes
Jan 14, 2013 3039 views
Active Comparison of Prediction Models
Jan 14, 2013 2852 views
Efficient high dimensional maximum entropy modeling via symmetric partition func...
Jan 14, 2013 2939 views
A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation
Jan 14, 2013 3422 views
Entangled Monte Carlo
Jan 14, 2013 2921 views
Spotlight Session 3
Multi-criteria Anomaly Detection using Pareto Depth Analysis
Jan 14, 2013 2942 views
A quasi-Newton proximal splitting method
Jan 14, 2013 4135 views
Scaled Gradients on Grassmann Manifolds for Matrix Completion
Jan 14, 2013 3355 views
Factoring nonnegative matrices with linear programs
Jan 14, 2013 3167 views
Semi-Supervised Domain Adaptation with Non-Parametric Copulas
Jan 14, 2013 4468 views
Spotlight Session 4
Discriminatively Trained Sparse Code Gradients for Contour Detection
Jan 14, 2013 3524 views
ImageNet Classification with Deep Convolutional Neural Networks
Jan 14, 2013 35268 views
3D Object Detection and Viewpoint Estimation with a Deformable 3D Cuboid Model
Jan 14, 2013 6489 views
Searching for objects driven by context
Jan 14, 2013 3580 views
Analyzing 3D Objects in Cluttered Images
Jan 14, 2013 3524 views
Spotlight Session 5
Kernel Hyperalignment
Jan 14, 2013 2795 views
Majorization for CRFs and Latent Likelihoods
Jan 14, 2013 3524 views
Learning Networks of Heterogeneous Influence
Jan 14, 2013 3115 views
Learning from Distributions via Support Measure Machines
Jan 14, 2013 3718 views
Multiclass Learning Approaches: A Theoretical Comparison with Implications
Jan 14, 2013 2929 views
Spotlight Session 6
Near Optimal Chernoff Bounds for Markov Decision Processes
Jan 14, 2013 4399 views
Locating Changes in Highly Dependent Data with an Unknown Number of Change Point...
Jan 14, 2013 2902 views
Classification Calibration Dimension for General Multiclass Losses
Jan 14, 2013 2806 views
Multi-Stage Multi-Task Feature Learning
Jan 15, 2013 3300 views
Regularized Off-Policy TD-Learning
Jan 14, 2013 3344 views
Human memory search as a random walk in a semantic network
Jan 14, 2013 3904 views
Spotlight Session 7
On Multilabel Classification and Ranking with Partial Feedback
Jan 14, 2013 2712 views
Patient Risk Stratification for Hospital-Associated C. Diff as a Time-Series Cla...
Jan 18, 2013 5291 views
Hierarchical spike coding of sound
Jan 14, 2013 2766 views
Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability ...
Jan 14, 2013 3941 views
Iterative ranking from pair-wise comparisons
Jan 14, 2013 1635 views
Spotlight Session 8
Augment-and-Conquer Negative Binomial Processes
Jan 14, 2013 3611 views
A Spectral Algorithm for Latent Dirichlet Allocation
Jan 14, 2013 3982 views
Bayesian Nonparametric Modeling of Suicide Attempts
Jan 14, 2013 3028 views
Symmetric Correspondence Topic Models for Multilingual Text Analysis
Jan 14, 2013 3516 views
Scalable Inference of Overlapping Communities
Jan 11, 2013 2703 views
Spotlight Session 9
Delay Compensation with Dynamical Synapses
Jan 11, 2013 2715 views
Efficient Spike-Coding with Multiplicative Adaptation in a Spike Response Model
Jan 14, 2013 3069 views
Identification of Recurrent Patterns in the Activation of Brain Networks
Jan 14, 2013 3150 views
Complex Inference in Neural Circuits with Probabilistic Population Codes and Top...
Jan 14, 2013 3955 views
Deep Spatio-Temporal Architectures and Learning for Protein Structure Prediction
Jan 14, 2013 3462 views
Spotlight Session 10
Compressive neural representation of sparse, high-dimensional probabilities
Jan 14, 2013 4279 views
Sparse Prediction with the k-Support Norm
Jan 15, 2013 3105 views
Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Dif...
Jan 14, 2013 2768 views
Selecting Diverse Features via Spectral Regularization
Jan 15, 2013 2743 views