Video Journal of Machine Learning Abstracts - Volume 5
51 Lectures · 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.
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Uploaded videos:
Spotlight Session 1
Adaptive Anonymity via b-Matching
Nov 07, 2014
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1788 Views
Exact and Stable Recovery of Pairwise Interaction Tensors
Nov 07, 2014
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1668 Views
Matrix factorization with binary components
Nov 07, 2014
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2222 Views
On the Complexity and Approximation of Binary Evidence in Lifted Inference
Nov 07, 2014
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1750 Views
Unsupervised Spectral Learning of Finite State Transducers
Nov 07, 2014
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1777 Views
Spotlight Session 2
Provable Subspace Clustering: When LRR meets SSC
Nov 07, 2014
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1918 Views
Matrix Completion From any Given Set of Observations
Nov 07, 2014
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1839 Views
Convex Two-Layer Modeling
Nov 07, 2014
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4447 Views
Reconciling "priors'' & "priors" without prejudice?
Nov 07, 2014
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1664 Views
Robust Sparse Principal Component Regression under the High Dimensional Elliptic...
Nov 07, 2014
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1806 Views
Structured Learning via Logistic Regression
Nov 07, 2014
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1903 Views
Spotlight Session 3
Bayesian entropy estimation for binary spike train data using parametric prior k...
Nov 07, 2014
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2259 Views
Inferring neural population dynamics from multiple partial recordings of the sam...
Nov 07, 2014
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1815 Views
Noise-Enhanced Associative Memories
Nov 07, 2014
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1617 Views
Demixing odors - fast inference in olfaction
Nov 07, 2014
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2043 Views
Recurrent linear models of simultaneously-recorded neural populations
Nov 07, 2014
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2611 Views
Spotlight Session 4
Dropout Training as Adaptive Regularization
Nov 07, 2014
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2190 Views
Stochastic Gradient Riemannian Langevin Dynamics on the Probability Simplex
Nov 07, 2014
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3630 Views
Restricting exchangeable nonparametric distributions
Nov 07, 2014
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1630 Views
Approximate inference in latent Gaussian-Markov models from continuous time obse...
Nov 07, 2014
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1869 Views
Bayesian inference as iterated random functions with applications to sequential ...
Nov 07, 2014
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1794 Views
Spotlight Session 5
Linear decision rule as aspiration for simple decision heuristics
Nov 07, 2014
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1755 Views
Scoring Workers in Crowdsourcing: How Many Control Questions are Enough?
Nov 07, 2014
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1741 Views
Bayesian Inference and Online Experimental Design for Mapping Neural Microcircui...
Nov 07, 2014
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1683 Views
Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI...
Nov 07, 2014
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1842 Views
Lasso Screening Rules via Dual Polytope Projection
Nov 07, 2014
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1927 Views
Spotlight Session 6
Learning with Invariance via Linear Functionals on Reproducing Kernel Hilbert Sp...
Nov 07, 2014
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2746 Views
Learning Kernels Using Local Rademacher Complexity
Nov 07, 2014
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2130 Views
Inverse Density as an Inverse Problem: the Fredholm Equation Approach
Nov 07, 2014
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1855 Views
Regression-tree Tuning in a Streaming Setting
Nov 07, 2014
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1768 Views
Non-strongly-convex smooth stochastic approximation with convergence rate O(1/n)
Nov 07, 2014
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1995 Views
Spotlight Session 7
PAC-Bayes-Empirical-Bernstein Inequality
Nov 07, 2014
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2225 Views
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory f...
Nov 07, 2014
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2086 Views
More data speeds up training time in learning halfspaces over sparse vectors
Nov 07, 2014
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1789 Views
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Sub...
Nov 07, 2014
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1627 Views
On the Relationship Between Binary Classification, Bipartite Ranking, and Binary...
Nov 07, 2014
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1960 Views
Spotlight Session 8
How to Hedge an Option Against an Adversary: Black-Scholes Pricing is Minimax Op...
Nov 07, 2014
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1891 Views
Small-Variance Asymptotics for Hidden Markov Models
Nov 07, 2014
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1665 Views
The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited
Nov 07, 2014
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1954 Views
Using multiple samples to learn mixture models
Nov 07, 2014
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1746 Views
Approximate Inference in Continuous Determinantal Processes
Nov 07, 2014
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1843 Views
Spotlight Session 9
Learning from Limited Demonstrations
Nov 07, 2014
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1846 Views
Distributed Exploration in Multi-Armed Bandits
Nov 07, 2014
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1789 Views
Dimension-Free Exponentiated Gradient
Nov 07, 2014
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1723 Views
Generalizing Analytic Shrinkage for Arbitrary Covariance Structures
Nov 07, 2014
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1798 Views
Robust Spatial Filtering with Beta Divergence
Nov 07, 2014
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2031 Views
Spotlight Session 10
Speeding up Permutation Testing in Neuroimaging
Nov 07, 2014
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1592 Views
Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching
Nov 07, 2014
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1738 Views
Deep Fisher Networks for Large-Scale Image Classification
Nov 07, 2014
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2877 Views
Sinkhorn Distances: Lightspeed Computation of Optimal Transport
Nov 07, 2014
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2807 Views
Understanding variable importances in forests of randomized trees
Nov 07, 2014
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1827 Views