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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4529 Views
Confusion-Based Online Learning and a Passive-Aggressive Scheme
Jan 14, 2013
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3260 Views
Volume Regularization for Binary Classification
Jan 14, 2013
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3261 Views
Fast Resampling Weighted v-Statistics
Jan 14, 2013
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3432 Views
Pointwise Tracking the Optimal Regression Function
Jan 14, 2013
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2963 Views
Spotlight Session 2
A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation
Jan 14, 2013
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3394 Views
Active Comparison of Prediction Models
Jan 14, 2013
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2814 Views
Entangled Monte Carlo
Jan 14, 2013
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2878 Views
Modelling Reciprocating Relationships with Hawkes Processes
Jan 14, 2013
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3010 Views
Continuous Relaxations for Discrete Hamiltonian Monte Carlo
Jan 14, 2013
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2976 Views
Efficient high dimensional maximum entropy modeling via symmetric partition func...
Jan 14, 2013
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2915 Views
Spotlight Session 3
A quasi-Newton proximal splitting method
Jan 14, 2013
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4102 Views
Factoring nonnegative matrices with linear programs
Jan 14, 2013
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3140 Views
Scaled Gradients on Grassmann Manifolds for Matrix Completion
Jan 14, 2013
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3316 Views
Multi-criteria Anomaly Detection using Pareto Depth Analysis
Jan 14, 2013
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2912 Views
Semi-Supervised Domain Adaptation with Non-Parametric Copulas
Jan 14, 2013
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4441 Views
Spotlight Session 4
ImageNet Classification with Deep Convolutional Neural Networks
Jan 14, 2013
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34997 Views
Searching for objects driven by context
Jan 14, 2013
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3549 Views
3D Object Detection and Viewpoint Estimation with a Deformable 3D Cuboid Model
Jan 14, 2013
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6467 Views
Analyzing 3D Objects in Cluttered Images
Jan 14, 2013
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3495 Views
Discriminatively Trained Sparse Code Gradients for Contour Detection
Jan 14, 2013
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3483 Views
Spotlight Session 5
Majorization for CRFs and Latent Likelihoods
Jan 14, 2013
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3469 Views
Kernel Hyperalignment
Jan 14, 2013
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2743 Views
Learning Networks of Heterogeneous Influence
Jan 14, 2013
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3089 Views
Learning from Distributions via Support Measure Machines
Jan 14, 2013
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3677 Views
Multiclass Learning Approaches: A Theoretical Comparison with Implications
Jan 14, 2013
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2897 Views
Spotlight Session 6
Near Optimal Chernoff Bounds for Markov Decision Processes
Jan 14, 2013
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4363 Views
Regularized Off-Policy TD-Learning
Jan 14, 2013
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3304 Views
Human memory search as a random walk in a semantic network
Jan 14, 2013
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3875 Views
Locating Changes in Highly Dependent Data with an Unknown Number of Change Point...
Jan 14, 2013
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2874 Views
Classification Calibration Dimension for General Multiclass Losses
Jan 14, 2013
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2772 Views
Multi-Stage Multi-Task Feature Learning
Jan 15, 2013
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3273 Views
Spotlight Session 7
Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability ...
Jan 14, 2013
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3907 Views
Hierarchical spike coding of sound
Jan 14, 2013
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2722 Views
Patient Risk Stratification for Hospital-Associated C. Diff as a Time-Series Cla...
Jan 18, 2013
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5231 Views
On Multilabel Classification and Ranking with Partial Feedback
Jan 14, 2013
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2670 Views
Spotlight Session 8
Scalable Inference of Overlapping Communities
Jan 11, 2013
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2675 Views
Bayesian Nonparametric Modeling of Suicide Attempts
Jan 14, 2013
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3003 Views
Augment-and-Conquer Negative Binomial Processes
Jan 14, 2013
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3548 Views
Symmetric Correspondence Topic Models for Multilingual Text Analysis
Jan 14, 2013
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3490 Views
A Spectral Algorithm for Latent Dirichlet Allocation
Jan 14, 2013
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3950 Views
Spotlight Session 9
Complex Inference in Neural Circuits with Probabilistic Population Codes and Top...
Jan 14, 2013
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3924 Views
Identification of Recurrent Patterns in the Activation of Brain Networks
Jan 14, 2013
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3101 Views
Delay Compensation with Dynamical Synapses
Jan 11, 2013
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2669 Views
Efficient Spike-Coding with Multiplicative Adaptation in a Spike Response Model
Jan 14, 2013
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3041 Views
Deep Spatio-Temporal Architectures and Learning for Protein Structure Prediction
Jan 14, 2013
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3415 Views
Spotlight Session 10
Sparse Prediction with the k-Support Norm
Jan 15, 2013
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3077 Views
Compressive neural representation of sparse, high-dimensional probabilities
Jan 14, 2013
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4251 Views
Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Dif...
Jan 14, 2013
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2748 Views
Selecting Diverse Features via Spectral Regularization
Jan 15, 2013
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2724 Views