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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1785 Views
Exact and Stable Recovery of Pairwise Interaction Tensors
Nov 07, 2014
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1665 Views
Matrix factorization with binary components
Nov 07, 2014
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2219 Views
On the Complexity and Approximation of Binary Evidence in Lifted Inference
Nov 07, 2014
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1748 Views
Unsupervised Spectral Learning of Finite State Transducers
Nov 07, 2014
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1775 Views
Spotlight Session 2
Provable Subspace Clustering: When LRR meets SSC
Nov 07, 2014
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1916 Views
Matrix Completion From any Given Set of Observations
Nov 07, 2014
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1836 Views
Convex Two-Layer Modeling
Nov 07, 2014
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4444 Views
Reconciling "priors'' & "priors" without prejudice?
Nov 07, 2014
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1663 Views
Robust Sparse Principal Component Regression under the High Dimensional Elliptic...
Nov 07, 2014
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1804 Views
Structured Learning via Logistic Regression
Nov 07, 2014
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1900 Views
Spotlight Session 3
Bayesian entropy estimation for binary spike train data using parametric prior k...
Nov 07, 2014
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2257 Views
Inferring neural population dynamics from multiple partial recordings of the sam...
Nov 07, 2014
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1813 Views
Noise-Enhanced Associative Memories
Nov 07, 2014
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1615 Views
Demixing odors - fast inference in olfaction
Nov 07, 2014
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2041 Views
Recurrent linear models of simultaneously-recorded neural populations
Nov 07, 2014
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2609 Views
Spotlight Session 4
Dropout Training as Adaptive Regularization
Nov 07, 2014
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2186 Views
Stochastic Gradient Riemannian Langevin Dynamics on the Probability Simplex
Nov 07, 2014
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3628 Views
Restricting exchangeable nonparametric distributions
Nov 07, 2014
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1627 Views
Approximate inference in latent Gaussian-Markov models from continuous time obse...
Nov 07, 2014
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1866 Views
Bayesian inference as iterated random functions with applications to sequential ...
Nov 07, 2014
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1791 Views
Spotlight Session 5
Linear decision rule as aspiration for simple decision heuristics
Nov 07, 2014
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1752 Views
Scoring Workers in Crowdsourcing: How Many Control Questions are Enough?
Nov 07, 2014
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1736 Views
Bayesian Inference and Online Experimental Design for Mapping Neural Microcircui...
Nov 07, 2014
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1679 Views
Sparse Overlapping Sets Lasso for Multitask Learning and its Application to fMRI...
Nov 07, 2014
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1838 Views
Lasso Screening Rules via Dual Polytope Projection
Nov 07, 2014
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1925 Views
Spotlight Session 6
Learning with Invariance via Linear Functionals on Reproducing Kernel Hilbert Sp...
Nov 07, 2014
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2742 Views
Learning Kernels Using Local Rademacher Complexity
Nov 07, 2014
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2129 Views
Inverse Density as an Inverse Problem: the Fredholm Equation Approach
Nov 07, 2014
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1854 Views
Regression-tree Tuning in a Streaming Setting
Nov 07, 2014
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1766 Views
Non-strongly-convex smooth stochastic approximation with convergence rate O(1/n)
Nov 07, 2014
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1992 Views
Spotlight Session 7
PAC-Bayes-Empirical-Bernstein Inequality
Nov 07, 2014
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2221 Views
Regularized M-estimators with nonconvexity: Statistical and algorithmic theory f...
Nov 07, 2014
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2080 Views
More data speeds up training time in learning halfspaces over sparse vectors
Nov 07, 2014
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1787 Views
Convex Calibrated Surrogates for Low-Rank Loss Matrices with Applications to Sub...
Nov 07, 2014
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1623 Views
On the Relationship Between Binary Classification, Bipartite Ranking, and Binary...
Nov 07, 2014
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1958 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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1887 Views
Small-Variance Asymptotics for Hidden Markov Models
Nov 07, 2014
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1661 Views
The Total Variation on Hypergraphs - Learning on Hypergraphs Revisited
Nov 07, 2014
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1952 Views
Using multiple samples to learn mixture models
Nov 07, 2014
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1745 Views
Approximate Inference in Continuous Determinantal Processes
Nov 07, 2014
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1842 Views
Spotlight Session 9
Learning from Limited Demonstrations
Nov 07, 2014
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1843 Views
Distributed Exploration in Multi-Armed Bandits
Nov 07, 2014
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1785 Views
Dimension-Free Exponentiated Gradient
Nov 07, 2014
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1721 Views
Generalizing Analytic Shrinkage for Arbitrary Covariance Structures
Nov 07, 2014
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1794 Views
Robust Spatial Filtering with Beta Divergence
Nov 07, 2014
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2029 Views
Spotlight Session 10
Speeding up Permutation Testing in Neuroimaging
Nov 07, 2014
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1587 Views
Robust Multimodal Graph Matching: Sparse Coding Meets Graph Matching
Nov 07, 2014
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1736 Views
Deep Fisher Networks for Large-Scale Image Classification
Nov 07, 2014
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2875 Views
Sinkhorn Distances: Lightspeed Computation of Optimal Transport
Nov 07, 2014
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2804 Views
Understanding variable importances in forests of randomized trees
Nov 07, 2014
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1824 Views