Video Journal of Machine Learning Abstracts - Volume 1
53 Videos · Dec 6, 2010
About
Welcome to the first issue of the Journal of Machine Learning Video Abstracts. The first issue is dedicated to presenting the spotlight presentations of the 2010 Neural Information Processing Systems (NIPS) Conference held in Vancouver, Canada, on December 7-9. The presentations were lengthened to four minutes for this year's conference with an allowance of 4 slides for each paper. The VideoLectures.NET team were on site to record the presentations and they post-processed the recordings to incorporate the slides into the video. The VideoLectures.NET portal provides the infrastructure for the journal pages. All of the abstracts have been reviewed for quality of recording and appropriateness of presentation, while the papers they describe were accepted to the highly prestigious and competitive NIPS event. At the conference itself there was also a poster session at which researchers could discuss the results with the authors and some of the presentations refer to these sessions at the end of their presentations. We are very conscious of the enormous effort that the authors have put into these presentations in order to communicate the results and main contributions of their papers to the community. We are therefore delighted to have been able to record them and make them available to a wider audience as a special issue of the Journal of Machine Learning Video Abstracts.
John Shawe-Taylor and Richard Zemel ;Editors of the Special Issue and Programme Chairs of the 2010 NIPS Conference
Videos
Spotlights Session 1
b-Bit Minwise Hashing for Estimating Three-Way Similarities
Mar 25, 2011 5107 views
Why are some word orders more common than others? A uniform information density ...
Mar 25, 2011 4194 views
Learning from Candidate Labeling Sets
Mar 25, 2011 3889 views
Getting lost in space: Large sample analysis of the resistance distance
Mar 25, 2011 3457 views
Layered image motion with explicit occlusions, temporal consistency, and depth o...
Mar 25, 2011 3479 views
Spotlights Session 2
Learning to localise sounds with spiking neural networks
Mar 25, 2011 3943 views
Attractor Dynamics with Synaptic Depression
Mar 25, 2011 2794 views
Improving Human Judgments by Decontaminating Sequential Dependencies
Mar 25, 2011 2760 views
SpikeAnts, a spiking neuron network modelling the emergence of organization in a...
Jan 5, 2011 3282 views
Spotlights Session 3
Copula Processes
Mar 25, 2011 10329 views
LSTD with Random Projections
Mar 25, 2011 3160 views
Learning Convolutional Feature Hierarchies for Visual Recognition
Mar 25, 2011 5380 views
A biologically plausible network for the computation of orientation dominance
Mar 25, 2011 4394 views
Spotlights Session 4
Probabilistic Inference and Differential Privacy
Mar 25, 2011 3394 views
Minimum Average Cost Clustering
Mar 25, 2011 3247 views
Kernel Descriptors for Visual Recognition
Mar 25, 2011 7252 views
Identifying Dendritic Processing
Mar 25, 2011 4216 views
Spotlights Session 5
Synergies in learning words and their referents
Mar 25, 2011 3078 views
Learning concept graphs from text with stick-breaking priors
Mar 25, 2011 2960 views
Trading off Mistakes and Don't-Know Predictions
Mar 25, 2011 3549 views
Exact learning curves for Gaussian process regression on large random graphs
Mar 25, 2011 3301 views
Spotlights Session 6
Efficient Minimization of Decomposable Submodular Functions
Mar 25, 2011 3207 views
Worst-case bounds on the quality of max-product fixed-points
Mar 25, 2011 2860 views
Learning invariant features using the Transformed Indian Buffet Process
Mar 25, 2011 4059 views
Learning To Count Objects in Images
Mar 25, 2011 5735 views
Spotlights Session 7
Inductive Regularized Learning of Kernel Functions
Mar 25, 2011 3429 views
Multiple Kernel Learning and the SMO Algorithm
Mar 25, 2011 7895 views
Variational Inference over Combinatorial Spaces
Mar 25, 2011 3691 views
Probabilistic Deterministic Infinite Automata
Mar 25, 2011 4287 views
Spotlights Session 8
Optimal Bayesian Recommendation Sets and Myopically Optimal Choice Query Sets
Mar 25, 2011 3223 views
Global Analytic Solution for Variational Bayesian
Mar 25, 2011 3134 views
Online Classification with Specificity Constraints
Mar 25, 2011 3165 views
Exact inference and learning for cumulative
Mar 25, 2011 3013 views
Spotlights Session 9
Switched Latent Force Models for Movement Segmentation
Mar 25, 2011 4544 views
Throttling Poisson Processes
Mar 25, 2011 2884 views
Online Markov Decision Processes under Bandit Feedback
Mar 25, 2011 3141 views
Graph-Valued Regression
Mar 25, 2011 3317 views
Spotlights Session 10
Distributed Dual Averaging In Networks
Mar 25, 2011 3274 views
A Family of Penalty Functions for Structured Sparsity
Mar 25, 2011 3009 views
Guaranteed Rank Minimization via Singular Value Projection
Mar 25, 2011 3936 views
Online Learning for Latent Dirichlet Allocation
Mar 25, 2011 8572 views
Spotlights Session 11
Structured Determinantal Point Processes
Mar 25, 2011 3514 views
Sample Complexity of Testing the Manifold Hypothesis
Mar 25, 2011 3087 views
Online Learning in The Manifold of Low-Rank Matrices
Mar 25, 2011 3906 views
Supervised Clustering
Mar 25, 2011 4518 views
Spotlights Session 12
On a Connection between Importance Sampling and the Likelihood Ratio Policy Grad...
Mar 25, 2011 3603 views
Shadow Dirichlet for Restricted Probability Modeling
Mar 25, 2011 3057 views
Functional Geometry Alignment and Localization of Brain Areas
Mar 25, 2011 3160 views
Epitome driven 3-D Diffusion Tensor image segmentation: on extracting specific s...
Mar 25, 2011 4078 views
Spotlights Session 13
More data means less inference: A pseudo-max approach to structured learning
Mar 25, 2011 3392 views
Learning from Logged Implicit Exploration Data
Mar 25, 2011 2834 views
Feature Set Embedding for Incomplete Data
Mar 25, 2011 2887 views
Deciphering subsampled data: adaptive compressive sampling as a principle of bra...
Mar 25, 2011 3122 views