Video Journal of Machine Learning Abstracts - Volume 5
51 Videos · Dec 5, 2013
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 2239 views
Exact and Stable Recovery of Pairwise Interaction Tensors
Nov 7, 2014 1688 views
Adaptive Anonymity via b-Matching
Nov 7, 2014 1802 views
On the Complexity and Approximation of Binary Evidence in Lifted Inference
Nov 7, 2014 1769 views
Unsupervised Spectral Learning of Finite State Transducers
Nov 7, 2014 1793 views
Spotlight Session 2
Convex Two-Layer Modeling
Nov 7, 2014 4491 views
Structured Learning via Logistic Regression
Nov 7, 2014 1912 views
Provable Subspace Clustering: When LRR meets SSC
Nov 7, 2014 1928 views
Robust Sparse Principal Component Regression under the High Dimensional Elliptic...
Nov 7, 2014 1830 views
Reconciling "priors'' & "priors" without prejudice?
Nov 7, 2014 1677 views
Matrix Completion From any Given Set of Observations
Nov 7, 2014 1850 views
Spotlight Session 3
Bayesian entropy estimation for binary spike train data using parametric prior k...
Nov 7, 2014 2275 views
Noise-Enhanced Associative Memories
Nov 7, 2014 1634 views
Recurrent linear models of simultaneously-recorded neural populations
Nov 7, 2014 2625 views
Inferring neural population dynamics from multiple partial recordings of the sam...
Nov 7, 2014 1828 views
Demixing odors - fast inference in olfaction
Nov 7, 2014 2054 views
Spotlight Session 4
Bayesian inference as iterated random functions with applications to sequential ...
Nov 7, 2014 1806 views
Stochastic Gradient Riemannian Langevin Dynamics on the Probability Simplex
Nov 7, 2014 3646 views
Dropout Training as Adaptive Regularization
Nov 7, 2014 2244 views
Restricting exchangeable nonparametric distributions
Nov 7, 2014 1641 views
Approximate inference in latent Gaussian-Markov models from continuous time obse...
Nov 7, 2014 1882 views
Spotlight Session 5
Bayesian Inference and Online Experimental Design for Mapping Neural Microcircui...
Nov 7, 2014 1701 views
Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI...
Nov 7, 2014 1861 views
Linear decision rule as aspiration for simple decision heuristics
Nov 7, 2014 1769 views
Lasso Screening Rules via Dual Polytope Projection
Nov 7, 2014 1946 views
Scoring Workers in Crowdsourcing: How Many Control Questions are Enough?
Nov 7, 2014 1759 views
Spotlight Session 6
Learning Kernels Using Local Rademacher Complexity
Nov 7, 2014 2146 views
Learning with Invariance via Linear Functionals on Reproducing Kernel Hilbert Sp...
Nov 7, 2014 2780 views
Regression-tree Tuning in a Streaming Setting
Nov 7, 2014 1788 views
Non-strongly-convex smooth stochastic approximation with convergence rate O(1/n)
Nov 7, 2014 2014 views
Inverse Density as an Inverse Problem: the Fredholm Equation Approach
Nov 7, 2014 1878 views
Spotlight Session 7
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Sub...
Nov 7, 2014 1661 views
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory f...
Nov 7, 2014 2114 views
PAC-Bayes-Empirical-Bernstein Inequality
Nov 7, 2014 2249 views
More data speeds up training time in learning halfspaces over sparse vectors
Nov 7, 2014 1803 views
On the Relationship Between Binary Classification, Bipartite Ranking, and Binary...
Nov 7, 2014 1973 views
Spotlight Session 8
Approximate Inference in Continuous Determinantal Processes
Nov 7, 2014 1862 views
Small-Variance Asymptotics for Hidden Markov Models
Nov 7, 2014 1674 views
How to Hedge an Option Against an Adversary: Black-Scholes Pricing is Minimax Op...
Nov 7, 2014 1900 views
The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited
Nov 7, 2014 1962 views
Using multiple samples to learn mixture models
Nov 7, 2014 1759 views
Spotlight Session 9
Robust Spatial Filtering with Beta Divergence
Nov 7, 2014 2055 views
Distributed Exploration in Multi-Armed Bandits
Nov 7, 2014 1801 views
Dimension-Free Exponentiated Gradient
Nov 7, 2014 1734 views
Learning from Limited Demonstrations
Nov 7, 2014 1854 views
Generalizing Analytic Shrinkage for Arbitrary Covariance Structures
Nov 7, 2014 1805 views
Spotlight Session 10
Sinkhorn Distances: Lightspeed Computation of Optimal Transport
Nov 7, 2014 2884 views
Understanding variable importances in forests of randomized trees
Nov 7, 2014 1847 views
Speeding up Permutation Testing in Neuroimaging
Nov 7, 2014 1601 views
Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching
Nov 7, 2014 1754 views
Deep Fisher Networks for Large-Scale Image Classification
Nov 7, 2014 2907 views