Dec 5, 2013 
51 videos 
Video Journal of Machine Learning Abstracts - Volume 5
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.
Spotlight Session 1
Matrix factorization with binary components
Nov 7, 2014 2243 views
Exact and Stable Recovery of Pairwise Interaction Tensors
Nov 7, 2014 1692 views
Adaptive Anonymity via b-Matching
Nov 7, 2014 1807 views
On the Complexity and Approximation of Binary Evidence in Lifted Inference
Nov 7, 2014 1773 views
Unsupervised Spectral Learning of Finite State Transducers
Nov 7, 2014 1797 views
Spotlight Session 2
Convex Two-Layer Modeling
Nov 7, 2014 4497 views
Structured Learning via Logistic Regression
Nov 7, 2014 1915 views
Provable Subspace Clustering: When LRR meets SSC
Nov 7, 2014 1932 views
Robust Sparse Principal Component Regression under the High Dimensional Elliptic...
Nov 7, 2014 1834 views
Reconciling "priors'' & "priors" without prejudice?
Nov 7, 2014 1680 views
Matrix Completion From any Given Set of Observations
Nov 7, 2014 1854 views
Spotlight Session 3
Bayesian entropy estimation for binary spike train data using parametric prior k...
Nov 7, 2014 2280 views
Noise-Enhanced Associative Memories
Nov 7, 2014 1637 views
Recurrent linear models of simultaneously-recorded neural populations
Nov 7, 2014 2630 views
Inferring neural population dynamics from multiple partial recordings of the sam...
Nov 7, 2014 1830 views
Demixing odors - fast inference in olfaction
Nov 7, 2014 2056 views
Spotlight Session 4
Bayesian inference as iterated random functions with applications to sequential ...
Nov 7, 2014 1808 views
Stochastic Gradient Riemannian Langevin Dynamics on the Probability Simplex
Nov 7, 2014 3651 views
Dropout Training as Adaptive Regularization
Nov 7, 2014 2249 views
Restricting exchangeable nonparametric distributions
Nov 7, 2014 1643 views
Approximate inference in latent Gaussian-Markov models from continuous time obse...
Nov 7, 2014 1885 views
Spotlight Session 5
Bayesian Inference and Online Experimental Design for Mapping Neural Microcircui...
Nov 7, 2014 1704 views
Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI...
Nov 7, 2014 1864 views
Linear decision rule as aspiration for simple decision heuristics
Nov 7, 2014 1773 views
Lasso Screening Rules via Dual Polytope Projection
Nov 7, 2014 1950 views
Scoring Workers in Crowdsourcing: How Many Control Questions are Enough?
Nov 7, 2014 1762 views
Spotlight Session 6
Learning Kernels Using Local Rademacher Complexity
Nov 7, 2014 2148 views
Learning with Invariance via Linear Functionals on Reproducing Kernel Hilbert Sp...
Nov 7, 2014 2783 views
Regression-tree Tuning in a Streaming Setting
Nov 7, 2014 1791 views
Non-strongly-convex smooth stochastic approximation with convergence rate O(1/n)
Nov 7, 2014 2017 views
Inverse Density as an Inverse Problem: the Fredholm Equation Approach
Nov 7, 2014 1882 views
Spotlight Session 7
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Sub...
Nov 7, 2014 1666 views
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory f...
Nov 7, 2014 2116 views
PAC-Bayes-Empirical-Bernstein Inequality
Nov 7, 2014 2252 views
More data speeds up training time in learning halfspaces over sparse vectors
Nov 7, 2014 1808 views
On the Relationship Between Binary Classification, Bipartite Ranking, and Binary...
Nov 7, 2014 1977 views
Spotlight Session 8
Approximate Inference in Continuous Determinantal Processes
Nov 7, 2014 1865 views
Small-Variance Asymptotics for Hidden Markov Models
Nov 7, 2014 1676 views
How to Hedge an Option Against an Adversary: Black-Scholes Pricing is Minimax Op...
Nov 7, 2014 1903 views
The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited
Nov 7, 2014 1965 views
Using multiple samples to learn mixture models
Nov 7, 2014 1762 views
Spotlight Session 9
Robust Spatial Filtering with Beta Divergence
Nov 7, 2014 2058 views
Distributed Exploration in Multi-Armed Bandits
Nov 7, 2014 1805 views
Dimension-Free Exponentiated Gradient
Nov 7, 2014 1738 views
Learning from Limited Demonstrations
Nov 7, 2014 1857 views
Generalizing Analytic Shrinkage for Arbitrary Covariance Structures
Nov 7, 2014 1808 views
Spotlight Session 10
Sinkhorn Distances: Lightspeed Computation of Optimal Transport
Nov 7, 2014 2890 views
Understanding variable importances in forests of randomized trees
Nov 7, 2014 1850 views
Speeding up Permutation Testing in Neuroimaging
Nov 7, 2014 1604 views
Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching
Nov 7, 2014 1758 views
Deep Fisher Networks for Large-Scale Image Classification
Nov 7, 2014 2910 views