About
Welcome to the 5th 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. The fifth issue is dedicated to presenting the spotlight presentations of the 2013 Neural Information Processing Systems (NIPS) Conference held in Lake Tahoe, Nevada, United States, on December 5-10.
The presentations were lengthened to five minutes for this year's conference with an allowance of 5 slides for each paper. Microsoft recorded and post-processed the recordings whereas the VideoLectures.NET team incorporated the slides into the videos.
Videos
Spotlight Session 1

Matrix factorization with binary components
Nov 7, 2014
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2229 views

Exact and Stable Recovery of Pairwise Interaction Tensors
Nov 7, 2014
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1682 views

Adaptive Anonymity via b-Matching
Nov 7, 2014
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1795 views

On the Complexity and Approximation of Binary Evidence in Lifted Inference
Nov 7, 2014
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1760 views

Unsupervised Spectral Learning of Finite State Transducers
Nov 7, 2014
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1787 views
Spotlight Session 2

Convex Two-Layer Modeling
Nov 7, 2014
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4470 views

Structured Learning via Logistic Regression
Nov 7, 2014
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1909 views

Provable Subspace Clustering: When LRR meets SSC
Nov 7, 2014
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1923 views

Robust Sparse Principal Component Regression under the High Dimensional Elliptic...
Nov 7, 2014
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1822 views

Reconciling "priors'' & "priors" without prejudice?
Nov 7, 2014
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1671 views

Matrix Completion From any Given Set of Observations
Nov 7, 2014
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1845 views
Spotlight Session 3

Bayesian entropy estimation for binary spike train data using parametric prior k...
Nov 7, 2014
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2268 views

Noise-Enhanced Associative Memories
Nov 7, 2014
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1627 views

Recurrent linear models of simultaneously-recorded neural populations
Nov 7, 2014
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2615 views

Inferring neural population dynamics from multiple partial recordings of the sam...
Nov 7, 2014
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1823 views

Demixing odors - fast inference in olfaction
Nov 7, 2014
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2048 views
Spotlight Session 4

Bayesian inference as iterated random functions with applications to sequential ...
Nov 7, 2014
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1800 views

Stochastic Gradient Riemannian Langevin Dynamics on the Probability Simplex
Nov 7, 2014
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3642 views

Dropout Training as Adaptive Regularization
Nov 7, 2014
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2237 views

Restricting exchangeable nonparametric distributions
Nov 7, 2014
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1637 views

Approximate inference in latent Gaussian-Markov models from continuous time obse...
Nov 7, 2014
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1878 views
Spotlight Session 5

Bayesian Inference and Online Experimental Design for Mapping Neural Microcircui...
Nov 7, 2014
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1692 views

Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI...
Nov 7, 2014
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1853 views

Linear decision rule as aspiration for simple decision heuristics
Nov 7, 2014
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1762 views

Lasso Screening Rules via Dual Polytope Projection
Nov 7, 2014
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1935 views

Scoring Workers in Crowdsourcing: How Many Control Questions are Enough?
Nov 7, 2014
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1751 views
Spotlight Session 6

Learning Kernels Using Local Rademacher Complexity
Nov 7, 2014
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2142 views

Learning with Invariance via Linear Functionals on Reproducing Kernel Hilbert Sp...
Nov 7, 2014
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2767 views

Regression-tree Tuning in a Streaming Setting
Nov 7, 2014
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1781 views

Non-strongly-convex smooth stochastic approximation with convergence rate O(1/n)
Nov 7, 2014
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2007 views

Inverse Density as an Inverse Problem: the Fredholm Equation Approach
Nov 7, 2014
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1866 views
Spotlight Session 7

Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Sub...
Nov 7, 2014
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1657 views

Regularized M-estimators with nonconvexity: Statistical and algorithmic theory f...
Nov 7, 2014
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2097 views

PAC-Bayes-Empirical-Bernstein Inequality
Nov 7, 2014
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2238 views

More data speeds up training time in learning halfspaces over sparse vectors
Nov 7, 2014
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1798 views

On the Relationship Between Binary Classification, Bipartite Ranking, and Binary...
Nov 7, 2014
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1968 views
Spotlight Session 8

Approximate Inference in Continuous Determinantal Processes
Nov 7, 2014
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1853 views

Small-Variance Asymptotics for Hidden Markov Models
Nov 7, 2014
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1668 views

How to Hedge an Option Against an Adversary: Black-Scholes Pricing is Minimax Op...
Nov 7, 2014
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1896 views

The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited
Nov 7, 2014
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1958 views

Using multiple samples to learn mixture models
Nov 7, 2014
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1753 views
Spotlight Session 9

Robust Spatial Filtering with Beta Divergence
Nov 7, 2014
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2044 views

Distributed Exploration in Multi-Armed Bandits
Nov 7, 2014
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1798 views

Dimension-Free Exponentiated Gradient
Nov 7, 2014
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1729 views

Learning from Limited Demonstrations
Nov 7, 2014
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1849 views

Generalizing Analytic Shrinkage for Arbitrary Covariance Structures
Nov 7, 2014
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1802 views
Spotlight Session 10

Sinkhorn Distances: Lightspeed Computation of Optimal Transport
Nov 7, 2014
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2835 views

Understanding variable importances in forests of randomized trees
Nov 7, 2014
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1834 views

Speeding up Permutation Testing in Neuroimaging
Nov 7, 2014
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1597 views

Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching
Nov 7, 2014
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1745 views

Deep Fisher Networks for Large-Scale Image Classification
Nov 7, 2014
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2891 views