Video Journal of Machine Learning Abstracts - Volume 3
51 Videos · 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]]
Videos
Spotlight Session 1
Pointwise Tracking the Optimal Regression Function
Jan 14, 2013
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2984 views
Putting Bayes to sleep
Jan 14, 2013
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4560 views
Volume Regularization for Binary Classification
Jan 14, 2013
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3283 views
Confusion-Based Online Learning and a Passive-Aggressive Scheme
Jan 14, 2013
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3286 views
Fast Resampling Weighted v-Statistics
Jan 14, 2013
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3455 views
Spotlight Session 2
Continuous Relaxations for Discrete Hamiltonian Monte Carlo
Jan 14, 2013
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2997 views
Modelling Reciprocating Relationships with Hawkes Processes
Jan 14, 2013
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3033 views
Active Comparison of Prediction Models
Jan 14, 2013
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2840 views
Efficient high dimensional maximum entropy modeling via symmetric partition func...
Jan 14, 2013
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2933 views
A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation
Jan 14, 2013
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3412 views
Entangled Monte Carlo
Jan 14, 2013
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2902 views
Spotlight Session 3
Multi-criteria Anomaly Detection using Pareto Depth Analysis
Jan 14, 2013
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2934 views
A quasi-Newton proximal splitting method
Jan 14, 2013
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4122 views
Scaled Gradients on Grassmann Manifolds for Matrix Completion
Jan 14, 2013
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3340 views
Factoring nonnegative matrices with linear programs
Jan 14, 2013
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3159 views
Semi-Supervised Domain Adaptation with Non-Parametric Copulas
Jan 14, 2013
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4460 views
Spotlight Session 4
Discriminatively Trained Sparse Code Gradients for Contour Detection
Jan 14, 2013
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3511 views
ImageNet Classification with Deep Convolutional Neural Networks
Jan 14, 2013
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35164 views
3D Object Detection and Viewpoint Estimation with a Deformable 3D Cuboid Model
Jan 14, 2013
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6481 views
Searching for objects driven by context
Jan 14, 2013
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3570 views
Analyzing 3D Objects in Cluttered Images
Jan 14, 2013
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3512 views
Spotlight Session 5
Kernel Hyperalignment
Jan 14, 2013
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2777 views
Majorization for CRFs and Latent Likelihoods
Jan 14, 2013
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3507 views
Learning Networks of Heterogeneous Influence
Jan 14, 2013
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3107 views
Learning from Distributions via Support Measure Machines
Jan 14, 2013
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3707 views
Multiclass Learning Approaches: A Theoretical Comparison with Implications
Jan 14, 2013
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2916 views
Spotlight Session 6
Near Optimal Chernoff Bounds for Markov Decision Processes
Jan 14, 2013
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4387 views
Locating Changes in Highly Dependent Data with an Unknown Number of Change Point...
Jan 14, 2013
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2890 views
Classification Calibration Dimension for General Multiclass Losses
Jan 14, 2013
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2795 views
Multi-Stage Multi-Task Feature Learning
Jan 15, 2013
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3295 views
Regularized Off-Policy TD-Learning
Jan 14, 2013
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3329 views
Human memory search as a random walk in a semantic network
Jan 14, 2013
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3894 views
Spotlight Session 7
On Multilabel Classification and Ranking with Partial Feedback
Jan 14, 2013
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2695 views
Patient Risk Stratification for Hospital-Associated C. Diff as a Time-Series Cla...
Jan 18, 2013
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5275 views
Hierarchical spike coding of sound
Jan 14, 2013
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2750 views
Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability ...
Jan 14, 2013
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3926 views
Iterative ranking from pair-wise comparisons
Jan 14, 2013
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1635 views
Spotlight Session 8
Augment-and-Conquer Negative Binomial Processes
Jan 14, 2013
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3596 views
A Spectral Algorithm for Latent Dirichlet Allocation
Jan 14, 2013
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3964 views
Bayesian Nonparametric Modeling of Suicide Attempts
Jan 14, 2013
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3022 views
Symmetric Correspondence Topic Models for Multilingual Text Analysis
Jan 14, 2013
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3504 views
Scalable Inference of Overlapping Communities
Jan 11, 2013
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2693 views
Spotlight Session 9
Delay Compensation with Dynamical Synapses
Jan 11, 2013
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2692 views
Efficient Spike-Coding with Multiplicative Adaptation in a Spike Response Model
Jan 14, 2013
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3060 views
Identification of Recurrent Patterns in the Activation of Brain Networks
Jan 14, 2013
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3136 views
Complex Inference in Neural Circuits with Probabilistic Population Codes and Top...
Jan 14, 2013
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3944 views
Deep Spatio-Temporal Architectures and Learning for Protein Structure Prediction
Jan 14, 2013
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3449 views
Spotlight Session 10
Compressive neural representation of sparse, high-dimensional probabilities
Jan 14, 2013
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4268 views
Sparse Prediction with the k-Support Norm
Jan 15, 2013
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3096 views
Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Dif...
Jan 14, 2013
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2763 views
Selecting Diverse Features via Spectral Regularization
Jan 15, 2013
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2738 views