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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2978 views
Putting Bayes to sleep
Jan 14, 2013
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4552 views
Volume Regularization for Binary Classification
Jan 14, 2013
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3276 views
Confusion-Based Online Learning and a Passive-Aggressive Scheme
Jan 14, 2013
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3278 views
Fast Resampling Weighted v-Statistics
Jan 14, 2013
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3450 views
Spotlight Session 2
Continuous Relaxations for Discrete Hamiltonian Monte Carlo
Jan 14, 2013
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2993 views
Modelling Reciprocating Relationships with Hawkes Processes
Jan 14, 2013
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3026 views
Active Comparison of Prediction Models
Jan 14, 2013
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2834 views
Efficient high dimensional maximum entropy modeling via symmetric partition func...
Jan 14, 2013
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2928 views
A Convex Formulation for Learning Scale-Free Networks via Submodular Relaxation
Jan 14, 2013
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3407 views
Entangled Monte Carlo
Jan 14, 2013
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2897 views
Spotlight Session 3
Multi-criteria Anomaly Detection using Pareto Depth Analysis
Jan 14, 2013
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2929 views
A quasi-Newton proximal splitting method
Jan 14, 2013
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4117 views
Scaled Gradients on Grassmann Manifolds for Matrix Completion
Jan 14, 2013
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3332 views
Factoring nonnegative matrices with linear programs
Jan 14, 2013
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3155 views
Semi-Supervised Domain Adaptation with Non-Parametric Copulas
Jan 14, 2013
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4453 views
Spotlight Session 4
Discriminatively Trained Sparse Code Gradients for Contour Detection
Jan 14, 2013
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3503 views
ImageNet Classification with Deep Convolutional Neural Networks
Jan 14, 2013
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35124 views
3D Object Detection and Viewpoint Estimation with a Deformable 3D Cuboid Model
Jan 14, 2013
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6478 views
Searching for objects driven by context
Jan 14, 2013
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3563 views
Analyzing 3D Objects in Cluttered Images
Jan 14, 2013
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3508 views
Spotlight Session 5
Kernel Hyperalignment
Jan 14, 2013
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2766 views
Majorization for CRFs and Latent Likelihoods
Jan 14, 2013
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3498 views
Learning Networks of Heterogeneous Influence
Jan 14, 2013
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3103 views
Learning from Distributions via Support Measure Machines
Jan 14, 2013
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3696 views
Multiclass Learning Approaches: A Theoretical Comparison with Implications
Jan 14, 2013
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2909 views
Spotlight Session 6
Near Optimal Chernoff Bounds for Markov Decision Processes
Jan 14, 2013
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4381 views
Locating Changes in Highly Dependent Data with an Unknown Number of Change Point...
Jan 14, 2013
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2885 views
Classification Calibration Dimension for General Multiclass Losses
Jan 14, 2013
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2789 views
Multi-Stage Multi-Task Feature Learning
Jan 15, 2013
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3287 views
Regularized Off-Policy TD-Learning
Jan 14, 2013
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3324 views
Human memory search as a random walk in a semantic network
Jan 14, 2013
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3892 views
Spotlight Session 7
On Multilabel Classification and Ranking with Partial Feedback
Jan 14, 2013
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2686 views
Patient Risk Stratification for Hospital-Associated C. Diff as a Time-Series Cla...
Jan 18, 2013
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5265 views
Hierarchical spike coding of sound
Jan 14, 2013
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2744 views
Statistical Consistency of Ranking Methods in A Rank-Differentiable Probability ...
Jan 14, 2013
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3924 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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3585 views
A Spectral Algorithm for Latent Dirichlet Allocation
Jan 14, 2013
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3961 views
Bayesian Nonparametric Modeling of Suicide Attempts
Jan 14, 2013
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3018 views
Symmetric Correspondence Topic Models for Multilingual Text Analysis
Jan 14, 2013
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3502 views
Scalable Inference of Overlapping Communities
Jan 11, 2013
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2689 views
Spotlight Session 9
Delay Compensation with Dynamical Synapses
Jan 11, 2013
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2688 views
Efficient Spike-Coding with Multiplicative Adaptation in a Spike Response Model
Jan 14, 2013
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3056 views
Identification of Recurrent Patterns in the Activation of Brain Networks
Jan 14, 2013
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3128 views
Complex Inference in Neural Circuits with Probabilistic Population Codes and Top...
Jan 14, 2013
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3936 views
Deep Spatio-Temporal Architectures and Learning for Protein Structure Prediction
Jan 14, 2013
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3444 views
Spotlight Session 10
Compressive neural representation of sparse, high-dimensional probabilities
Jan 14, 2013
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4265 views
Sparse Prediction with the k-Support Norm
Jan 15, 2013
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3089 views
Exact and Stable Recovery of Sequences of Signals with Sparse Increments via Dif...
Jan 14, 2013
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2760 views
Selecting Diverse Features via Spectral Regularization
Jan 15, 2013
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2733 views