Video Journal of Machine Learning Abstracts - Volume 1
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
Spotlights Session 1
b-Bit Minwise Hashing for Estimating Three-Way Similarities
Mar 25, 2011 5110 views
Why are some word orders more common than others? A uniform information density ...
Mar 25, 2011 4197 views
Learning from Candidate Labeling Sets
Mar 25, 2011 3893 views
Getting lost in space: Large sample analysis of the resistance distance
Mar 25, 2011 3460 views
Layered image motion with explicit occlusions, temporal consistency, and depth o...
Mar 25, 2011 3482 views
Spotlights Session 2
Learning to localise sounds with spiking neural networks
Mar 25, 2011 3947 views
Attractor Dynamics with Synaptic Depression
Mar 25, 2011 2796 views
Improving Human Judgments by Decontaminating Sequential Dependencies
Mar 25, 2011 2765 views
SpikeAnts, a spiking neuron network modelling the emergence of organization in a...
Jan 5, 2011 3283 views
Spotlights Session 3
Copula Processes
Mar 25, 2011 10333 views
LSTD with Random Projections
Mar 25, 2011 3163 views
Learning Convolutional Feature Hierarchies for Visual Recognition
Mar 25, 2011 5386 views
A biologically plausible network for the computation of orientation dominance
Mar 25, 2011 4398 views
Spotlights Session 4
Probabilistic Inference and Differential Privacy
Mar 25, 2011 3396 views
Minimum Average Cost Clustering
Mar 25, 2011 3251 views
Kernel Descriptors for Visual Recognition
Mar 25, 2011 7256 views
Identifying Dendritic Processing
Mar 25, 2011 4221 views
Spotlights Session 5
Synergies in learning words and their referents
Mar 25, 2011 3081 views
Learning concept graphs from text with stick-breaking priors
Mar 25, 2011 2961 views
Trading off Mistakes and Don't-Know Predictions
Mar 25, 2011 3552 views
Exact learning curves for Gaussian process regression on large random graphs
Mar 25, 2011 3307 views
Spotlights Session 6
Efficient Minimization of Decomposable Submodular Functions
Mar 25, 2011 3212 views
Worst-case bounds on the quality of max-product fixed-points
Mar 25, 2011 2868 views
Learning invariant features using the Transformed Indian Buffet Process
Mar 25, 2011 4062 views
Learning To Count Objects in Images
Mar 25, 2011 5738 views
Spotlights Session 7
Inductive Regularized Learning of Kernel Functions
Mar 25, 2011 3433 views
Multiple Kernel Learning and the SMO Algorithm
Mar 25, 2011 7899 views
Variational Inference over Combinatorial Spaces
Mar 25, 2011 3694 views
Probabilistic Deterministic Infinite Automata
Mar 25, 2011 4293 views
Spotlights Session 8
Optimal Bayesian Recommendation Sets and Myopically Optimal Choice Query Sets
Mar 25, 2011 3230 views
Global Analytic Solution for Variational Bayesian
Mar 25, 2011 3138 views
Online Classification with Specificity Constraints
Mar 25, 2011 3169 views
Exact inference and learning for cumulative
Mar 25, 2011 3023 views
Spotlights Session 9
Switched Latent Force Models for Movement Segmentation
Mar 25, 2011 4549 views
Throttling Poisson Processes
Mar 25, 2011 2887 views
Online Markov Decision Processes under Bandit Feedback
Mar 25, 2011 3145 views
Graph-Valued Regression
Mar 25, 2011 3319 views
Spotlights Session 10
Distributed Dual Averaging In Networks
Mar 25, 2011 3278 views
A Family of Penalty Functions for Structured Sparsity
Mar 25, 2011 3015 views
Guaranteed Rank Minimization via Singular Value Projection
Mar 25, 2011 3942 views
Online Learning for Latent Dirichlet Allocation
Mar 25, 2011 8577 views
Spotlights Session 11
Structured Determinantal Point Processes
Mar 25, 2011 3517 views
Sample Complexity of Testing the Manifold Hypothesis
Mar 25, 2011 3090 views
Online Learning in The Manifold of Low-Rank Matrices
Mar 25, 2011 3907 views
Supervised Clustering
Mar 25, 2011 4521 views
Spotlights Session 12
On a Connection between Importance Sampling and the Likelihood Ratio Policy Grad...
Mar 25, 2011 3606 views
Shadow Dirichlet for Restricted Probability Modeling
Mar 25, 2011 3061 views
Functional Geometry Alignment and Localization of Brain Areas
Mar 25, 2011 3163 views
Epitome driven 3-D Diffusion Tensor image segmentation: on extracting specific s...
Mar 25, 2011 4081 views
Spotlights Session 13
More data means less inference: A pseudo-max approach to structured learning
Mar 25, 2011 3395 views
Learning from Logged Implicit Exploration Data
Mar 25, 2011 2838 views
Feature Set Embedding for Incomplete Data
Mar 25, 2011 2891 views
Deciphering subsampled data: adaptive compressive sampling as a principle of bra...
Mar 25, 2011 3125 views
