Sessions
119 Videos · Jul 28, 2009
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Videos
Clustering Geometry
Multi-View Clustering via Canonical Correlation Analysis
Aug 26, 2009
·
5145 views
Solution Stability in Linear Programming Relaxations: Graph Partitioning and Uns...
Aug 26, 2009
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3568 views
A Scalable Framework for Discovering Coherent Co-clusters in Noisy Data
Aug 26, 2009
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4102 views
Spectral Clustering Based on the Graph p-Laplacian
Aug 26, 2009
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6278 views
Nearest Neighbors in High-Dimensional Data: The Emergence and Influence of Hubs
Aug 26, 2009
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5423 views
Exploration in Reinforcement Learning
Optimistic Initialization and Greediness Lead to Polynomial Time Learning in Fac...
Aug 26, 2009
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3073 views
Dynamic Analysis of Multiagent Q-learning with e-greedy Exploration
Aug 26, 2009
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4476 views
Hoeffding and Bernstein Races for Selecting Policies in Evolutionary Direct Poli...
Aug 26, 2009
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4157 views
The Adaptive k-Meteorologists Problem and Its Application to Structure Learning ...
Aug 26, 2009
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4276 views
Near-Bayesian Exploration in Polynomial Time
Aug 26, 2009
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3365 views
Online Learning
Online Learning by Ellipsoid Method
Aug 26, 2009
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5769 views
Efficient Learning Algorithms for Changing Environments
Aug 26, 2009
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3339 views
A Simpler Unified Analysis of Budget Perceptrons
Aug 26, 2009
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5539 views
Identifying Suspicious URLs: An Application of Large-Scale Online Learning
Aug 26, 2009
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3658 views
Learning Prediction Suffix Trees with Winnow
Aug 26, 2009
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4753 views
Ranking
BoltzRank: Learning to Maximize Expected Ranking Gain
Aug 26, 2009
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4545 views
Decision Tree and Instance-Based Learning for Label Ranking
Aug 26, 2009
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9595 views
Ranking Interesting Subgroups
Aug 26, 2009
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3024 views
Ranking with Ordered Weighted Pairwise Classification
Aug 26, 2009
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4977 views
Generalization Analysis of Listwise Learning-to-Rank Algorithms
Aug 26, 2009
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4434 views
Graphs and Embeddings
Partial Order Embedding with Multiple Kernels
Aug 26, 2009
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3275 views
Fitting a Graph to Vector Data
Aug 26, 2009
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4018 views
Graph Construction and b-Matching for Semi-Supervised Learning
Aug 26, 2009
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5712 views
Structure Preserving Embedding
Aug 26, 2009
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5946 views
Probabilistic Dyadic Data Analysis with Local and Global Consistency
Aug 26, 2009
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3834 views
Gaussian Processes
Function Factorization Using Warped Gaussian Processes
Aug 26, 2009
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4673 views
Non-Linear Matrix Factorization with Gaussian Processes
Aug 26, 2009
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10935 views
Tractable Nonparametric Bayesian Inference in Poisson Processes with Gaussian Pr...
Aug 26, 2009
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5928 views
Analytic Moment-Based Gaussian Process Filtering
Aug 26, 2009
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3745 views
Large-Scale Collaborative Prediction Using a Nonparametric Random Effects Model
Aug 26, 2009
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3735 views
Dynamical Systems
Learning Nonlinear Dynamic Models
Aug 26, 2009
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4014 views
Hilbert Space Embeddings of Conditional Distributions with Applications to Dynam...
Aug 26, 2009
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4936 views
Dynamic Mixed Membership Block Model for Evolving Networks
Sep 17, 2009
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3844 views
Learning Linear Dynamical Systems without Sequence Information
Aug 26, 2009
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3585 views
Learning Codebooks and Dictionaries
Gradient Descent with Sparsification: An Iterative Algorithm for Sparse Recovery ...
Aug 26, 2009
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5158 views
Prototype Vector Machine for Large Scale Semi-Supervised Learning
Aug 26, 2009
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3360 views
Learning Non-Redundant Codebooks for Classifying Complex Objects
Aug 26, 2009
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3785 views
Learning Dictionaries of Stable Autoregressive Models for Audio Scene Analysis
Aug 26, 2009
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2961 views
Online Dictionary Learning for Sparse Coding
Aug 26, 2009
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34802 views
Clustering Algorithms
K-Means in Space: A Radiation Sensitivity Evaluation
Aug 26, 2009
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3828 views
Information Theoretic Measures for Clusterings Comparison: Is a Correction for C...
Aug 26, 2009
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4013 views
Multi-Assignment Clustering for Boolean Data
Aug 26, 2009
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5595 views
Fast Evolutionary Maximum Margin Clustering
Aug 26, 2009
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925 views
Discriminative k-Metrics
Aug 26, 2009
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3603 views
Inference in Probabilistic Models
Orbit-Product Representation and Correction of Gaussian Belief Propagation
Aug 26, 2009
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3033 views
Archipelago: Nonparametric Bayesian Semi-Supervised Learning
Aug 26, 2009
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4755 views
The Bayesian Group-Lasso for Analyzing Contingency Tables
Aug 26, 2009
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3949 views
Convex Variational Bayesian Inference for Large Scale Generalized Linear Models
Aug 26, 2009
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5362 views
Split Variational Inference
Aug 26, 2009
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3263 views
Reinforcement Learning with Temporal Differences
Kernelized Value Function Approximation for Reinforcement Learning
Aug 26, 2009
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3098 views
Proto-Predictive Representation of States with Simple Recurrent Temporal-Differe...
Sep 17, 2009
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2816 views
Fast Gradient-Descent Methods for Temporal-Difference Learning with Linear Funct...
Sep 17, 2009
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7455 views
Constraint Relaxation in Approximate Linear Programs
Aug 26, 2009
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2661 views
Regularization and Feature Selection in Least Squares Temporal-Difference Learni...
Sep 17, 2009
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4046 views
Topic Models
Accounting for Burstiness in Topic Models
Aug 26, 2009
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4837 views
Independent Factor Topic Models
Aug 26, 2009
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3877 views
MedLDA: Maximum Margin Supervised Topic Models for Regression and Classification
Aug 26, 2009
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4153 views
Topic-Link LDA: Joint Models of Topic and Author Community
Aug 26, 2009
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13667 views
Evaluation Methods for Topic Models
Aug 26, 2009
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6789 views
Weak Supervision
Partially Supervised Feature Selection with Regularized Linear Models
Aug 26, 2009
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3645 views
Supervised Learning from Multiple Experts: Whom to Trust When Everyone Lies a Bi...
Aug 26, 2009
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4365 views
Optimal Reverse Prediction: A Unified Perspective on Supervised, Unsupervised an...
Aug 26, 2009
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4145 views
Semi-Supervised Learning Using Label Mean
Aug 26, 2009
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4674 views
Good Learners for Evil Teachers
Aug 26, 2009
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3923 views
Lassos and other L1s
An Accelerated Gradient Method for Trace Norm Minimization
Aug 26, 2009
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4295 views
Group Lasso with Overlaps and Graph Lasso
Aug 26, 2009
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8746 views
Stochastic Methods for L1 Regularized Loss Minimization
Aug 26, 2009
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4150 views
An Efficient Projection for L1 Infinity Regularization
Aug 26, 2009
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7283 views
Blockwise Coordinate Descent Procedures for the Multi-Task Lasso with Applicatio...
Aug 26, 2009
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4445 views
Document Collections
Bayesian Clustering for Email Campaign Detection
Aug 26, 2009
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3636 views
A Novel Lexicalized HMM-Based Learning Framework for Web Opinion Mining
Aug 26, 2009
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4460 views
Transfer Learning for Collaborative Filtering via a Rating-Matrix Generative Mod...
Aug 26, 2009
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5062 views
Learning Spectral Graph Transformations for Link Prediction
Aug 26, 2009
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4061 views
Interactively Optimizing Information Retrieval Systems as a Dueling Bandits Prob...
Aug 26, 2009
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4524 views
Food for Thought
Curriculum Learning
Aug 26, 2009
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8073 views
Active Learning for Directed Exploration of Complex Systems
Aug 26, 2009
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3060 views
Model-Free Reinforcement Learning as Mixture Learning
Aug 26, 2009
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3684 views
Herding Dynamical Weights to Learn
Aug 26, 2009
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1002 views
Sequential Bayesian Prediction in the Presence of Changepoints
Aug 26, 2009
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4705 views
Priors in Probabilistic Models
Bayesian Inference for Plackett-Luce Ranking Models
Aug 26, 2009
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4608 views
Nonparametric Factor Analysis with Beta Process Priors
Sep 17, 2009
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6518 views
Accelerated Gibbs Sampling for the Indian Buffet Process
Aug 26, 2009
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6566 views
Incorporating Domain Knowledge into Topic Modeling via Dirichlet Forest Priors
Aug 26, 2009
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5531 views
A Stochastic Memoizer for Sequence Data
Aug 26, 2009
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6519 views
Reinforcement Learning in High Order Environments
Stochastic Search Using the Natural Gradient
Aug 26, 2009
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4669 views
Approximate Inference for Planning in Stochastic Relational Worlds
Aug 26, 2009
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3256 views
Discovering Options from Example Trajectories
Aug 26, 2009
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2981 views
Predictive Representations for Policy Gradient in POMDPs
Aug 26, 2009
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3750 views
Binary Action Search for Learning Continuous-Action Control Policies
Aug 26, 2009
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4484 views
Learning Theory
Piecewise-Stationary Bandit Problems with Side Observations
Aug 26, 2009
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2825 views
Robust Bounds for Classification via Selective Sampling
Aug 26, 2009
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3902 views
PAC-Bayesian Learning of Linear Classifiers
Aug 26, 2009
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4131 views
Surrogate Regret Bounds for Proper Losses
Aug 26, 2009
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3147 views
Nonparametric Estimation of the Precision-Recall Curve
Aug 26, 2009
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3970 views
Paul Utgoff Memorial Session: Learning for Discrete Problems
Block-Wise Construction of Acyclic Relational Features with Monotone Irreducibil...
Aug 26, 2009
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2801 views
Robust Feature Extraction via Information Theoretic Learning
Aug 26, 2009
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3357 views
Rule Learning with Monotonicity Constraints
Aug 26, 2009
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2767 views
Grammatical Inference as a Principal Component Analysis Problem
Aug 26, 2009
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3318 views
Bandit-Based Optimization on Graphs with Application to Library Performance Tuni...
Aug 26, 2009
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3093 views
Structured Learning: Metric Learning
Learning Instance Specific Distances Using Metric Propagation
Sep 18, 2009
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3074 views
An Efficient Sparse Metric Learning in High-Dimensional Space via L1-Penalized L...
Sep 17, 2009
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4672 views
On Primal and Dual Sparsity of Markov Networks
Sep 17, 2009
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3018 views
Learning Structural SVMs with Latent Variables
Sep 17, 2009
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10148 views
Polyhedral Outer Approximations with Application to Natural Language Parsing
Sep 17, 2009
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2969 views
Deep Architectures
Using Fast Weights to Improve Persistent Contrastive Divergence
Aug 26, 2009
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7830 views
Convolutional Deep Belief Networks for Scalable Unsupervised Learning of Hierarc...
Aug 26, 2009
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27383 views
Large-Scale Deep Unsupervised Learning Using Graphics Processors
Aug 26, 2009
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5529 views
Deep Learning from Temporal Coherence in Video
Aug 26, 2009
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6747 views
Factored Conditional Restricted Boltzmann Machines for Modeling Motion Style
Aug 26, 2009
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7111 views
Learning Actions and Sequences
Learning When to Stop Thinking and Do Something!
Aug 26, 2009
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3639 views
Robot Trajectory Optimization Using Approximate Inference
Aug 26, 2009
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4434 views
Learning Complex Motions by Sequencing Simpler Motion Templates
Aug 26, 2009
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2995 views
Monte-Carlo Simulation Balancing
Aug 26, 2009
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5175 views
Trajectory Prediction: Learning to Map Situations to Robot Trajectories
Aug 26, 2009
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3446 views
Boosting
Compositional Noisy-Logical Learning
Aug 26, 2009
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3038 views
ABC-Boost: Adaptive Base Class Boost for Multi-Class Classification
Aug 26, 2009
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3768 views
Learning with Structured Sparsity
Aug 26, 2009
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6135 views
Boosting Products of Base Classifiers
Aug 26, 2009
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3715 views
Boosting with Structural Sparsity
Aug 26, 2009
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3965 views