Jul 28, 2009 
119 videos 
Sessions
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Clustering Geometry
Multi-View Clustering via Canonical Correlation Analysis
Aug 26, 2009 5172 views
Solution Stability in Linear Programming Relaxations: Graph Partitioning and Uns...
Aug 26, 2009 3588 views
A Scalable Framework for Discovering Coherent Co-clusters in Noisy Data
Aug 26, 2009 4121 views
Spectral Clustering Based on the Graph p-Laplacian
Aug 26, 2009 6305 views
Nearest Neighbors in High-Dimensional Data: The Emergence and Influence of Hubs
Aug 26, 2009 5446 views
Exploration in Reinforcement Learning
Optimistic Initialization and Greediness Lead to Polynomial Time Learning in Fac...
Aug 26, 2009 3096 views
Dynamic Analysis of Multiagent Q-learning with e-greedy Exploration
Aug 26, 2009 4493 views
Hoeffding and Bernstein Races for Selecting Policies in Evolutionary Direct Poli...
Aug 26, 2009 4180 views
The Adaptive k-Meteorologists Problem and Its Application to Structure Learning ...
Aug 26, 2009 4294 views
Near-Bayesian Exploration in Polynomial Time
Aug 26, 2009 3384 views
Online Learning
Online Learning by Ellipsoid Method
Aug 26, 2009 5795 views
Efficient Learning Algorithms for Changing Environments
Aug 26, 2009 3355 views
A Simpler Unified Analysis of Budget Perceptrons
Aug 26, 2009 5828 views
Identifying Suspicious URLs: An Application of Large-Scale Online Learning
Aug 26, 2009 3681 views
Learning Prediction Suffix Trees with Winnow
Aug 26, 2009 4787 views
Ranking
BoltzRank: Learning to Maximize Expected Ranking Gain
Aug 26, 2009 4571 views
Decision Tree and Instance-Based Learning for Label Ranking
Aug 26, 2009 9645 views
Ranking Interesting Subgroups
Aug 26, 2009 3045 views
Ranking with Ordered Weighted Pairwise Classification
Aug 26, 2009 4993 views
Generalization Analysis of Listwise Learning-to-Rank Algorithms
Aug 26, 2009 4460 views
Graphs and Embeddings
Partial Order Embedding with Multiple Kernels
Aug 26, 2009 3289 views
Fitting a Graph to Vector Data
Aug 26, 2009 4048 views
Graph Construction and b-Matching for Semi-Supervised Learning
Aug 26, 2009 5743 views
Structure Preserving Embedding
Aug 26, 2009 5977 views
Probabilistic Dyadic Data Analysis with Local and Global Consistency
Aug 26, 2009 3855 views
Gaussian Processes
Function Factorization Using Warped Gaussian Processes
Aug 26, 2009 4692 views
Non-Linear Matrix Factorization with Gaussian Processes
Aug 26, 2009 10976 views
Tractable Nonparametric Bayesian Inference in Poisson Processes with Gaussian Pr...
Aug 26, 2009 5962 views
Analytic Moment-Based Gaussian Process Filtering
Aug 26, 2009 3770 views
Large-Scale Collaborative Prediction Using a Nonparametric Random Effects Model
Aug 26, 2009 3763 views
Dynamical Systems
Learning Nonlinear Dynamic Models
Aug 26, 2009 4033 views
Hilbert Space Embeddings of Conditional Distributions with Applications to Dynam...
Aug 26, 2009 4990 views
Dynamic Mixed Membership Block Model for Evolving Networks
Sep 17, 2009 3868 views
Learning Linear Dynamical Systems without Sequence Information
Aug 26, 2009 3606 views
Learning Codebooks and Dictionaries
Gradient Descent with Sparsification: An Iterative Algorithm for Sparse Recovery ...
Aug 26, 2009 5199 views
Prototype Vector Machine for Large Scale Semi-Supervised Learning
Aug 26, 2009 3378 views
Learning Non-Redundant Codebooks for Classifying Complex Objects
Aug 26, 2009 3811 views
Learning Dictionaries of Stable Autoregressive Models for Audio Scene Analysis
Aug 26, 2009 2976 views
Online Dictionary Learning for Sparse Coding
Aug 26, 2009 34963 views
Clustering Algorithms
K-Means in Space: A Radiation Sensitivity Evaluation
Aug 26, 2009 3849 views
Information Theoretic Measures for Clusterings Comparison: Is a Correction for C...
Aug 26, 2009 4038 views
Multi-Assignment Clustering for Boolean Data
Aug 26, 2009 5643 views
Fast Evolutionary Maximum Margin Clustering
Aug 26, 2009 925 views
Discriminative k-Metrics
Aug 26, 2009 3618 views
Inference in Probabilistic Models
Orbit-Product Representation and Correction of Gaussian Belief Propagation
Aug 26, 2009 3063 views
Archipelago: Nonparametric Bayesian Semi-Supervised Learning
Aug 26, 2009 4781 views
The Bayesian Group-Lasso for Analyzing Contingency Tables
Aug 26, 2009 3967 views
Convex Variational Bayesian Inference for Large Scale Generalized Linear Models
Aug 26, 2009 5387 views
Split Variational Inference
Aug 26, 2009 3286 views
Reinforcement Learning with Temporal Differences
Kernelized Value Function Approximation for Reinforcement Learning
Aug 26, 2009 3120 views
Proto-Predictive Representation of States with Simple Recurrent Temporal-Differe...
Sep 17, 2009 2829 views
Fast Gradient-Descent Methods for Temporal-Difference Learning with Linear Funct...
Sep 17, 2009 7514 views
Constraint Relaxation in Approximate Linear Programs
Aug 26, 2009 2694 views
Regularization and Feature Selection in Least Squares Temporal-Difference Learni...
Sep 17, 2009 4063 views
Topic Models
Accounting for Burstiness in Topic Models
Aug 26, 2009 4894 views
Independent Factor Topic Models
Aug 26, 2009 3896 views
MedLDA: Maximum Margin Supervised Topic Models for Regression and Classification
Aug 26, 2009 4173 views
Topic-Link LDA: Joint Models of Topic and Author Community
Aug 26, 2009 13691 views
Evaluation Methods for Topic Models
Aug 26, 2009 6815 views
Weak Supervision
Partially Supervised Feature Selection with Regularized Linear Models
Aug 26, 2009 3671 views
Supervised Learning from Multiple Experts: Whom to Trust When Everyone Lies a Bi...
Aug 26, 2009 4407 views
Optimal Reverse Prediction: A Unified Perspective on Supervised, Unsupervised an...
Aug 26, 2009 4183 views
Semi-Supervised Learning Using Label Mean
Aug 26, 2009 4696 views
Good Learners for Evil Teachers
Aug 26, 2009 3944 views
Lassos and other L1s
An Accelerated Gradient Method for Trace Norm Minimization
Aug 26, 2009 4318 views
Group Lasso with Overlaps and Graph Lasso
Aug 26, 2009 8773 views
Stochastic Methods for L1 Regularized Loss Minimization
Aug 26, 2009 4175 views
An Efficient Projection for L1 Infinity Regularization
Aug 26, 2009 7314 views
Blockwise Coordinate Descent Procedures for the Multi-Task Lasso with Applicatio...
Aug 26, 2009 4460 views
Document Collections
Bayesian Clustering for Email Campaign Detection
Aug 26, 2009 3654 views
A Novel Lexicalized HMM-Based Learning Framework for Web Opinion Mining
Aug 26, 2009 4481 views
Transfer Learning for Collaborative Filtering via a Rating-Matrix Generative Mod...
Aug 26, 2009 5093 views
Learning Spectral Graph Transformations for Link Prediction
Aug 26, 2009 4100 views
Interactively Optimizing Information Retrieval Systems as a Dueling Bandits Prob...
Aug 26, 2009 4546 views
Food for Thought
Curriculum Learning
Aug 26, 2009 8100 views
Active Learning for Directed Exploration of Complex Systems
Aug 26, 2009 3080 views
Model-Free Reinforcement Learning as Mixture Learning
Aug 26, 2009 3703 views
Herding Dynamical Weights to Learn
Aug 26, 2009 1002 views
Sequential Bayesian Prediction in the Presence of Changepoints
Aug 26, 2009 4732 views
Priors in Probabilistic Models
Bayesian Inference for Plackett-Luce Ranking Models
Aug 26, 2009 4631 views
Nonparametric Factor Analysis with Beta Process Priors
Sep 17, 2009 6546 views
Accelerated Gibbs Sampling for the Indian Buffet Process
Aug 26, 2009 6600 views
Incorporating Domain Knowledge into Topic Modeling via Dirichlet Forest Priors
Aug 26, 2009 5555 views
A Stochastic Memoizer for Sequence Data
Aug 26, 2009 6547 views
Reinforcement Learning in High Order Environments
Stochastic Search Using the Natural Gradient
Aug 26, 2009 4692 views
Approximate Inference for Planning in Stochastic Relational Worlds
Aug 26, 2009 3288 views
Discovering Options from Example Trajectories
Aug 26, 2009 3003 views
Predictive Representations for Policy Gradient in POMDPs
Aug 26, 2009 3764 views
Binary Action Search for Learning Continuous-Action Control Policies
Aug 26, 2009 4506 views
Learning Theory
Piecewise-Stationary Bandit Problems with Side Observations
Aug 26, 2009 2846 views
Robust Bounds for Classification via Selective Sampling
Aug 26, 2009 3927 views
PAC-Bayesian Learning of Linear Classifiers
Aug 26, 2009 4156 views
Surrogate Regret Bounds for Proper Losses
Aug 26, 2009 3168 views
Nonparametric Estimation of the Precision-Recall Curve
Aug 26, 2009 3987 views
Paul Utgoff Memorial Session: Learning for Discrete Problems
Block-Wise Construction of Acyclic Relational Features with Monotone Irreducibil...
Aug 26, 2009 2823 views
Robust Feature Extraction via Information Theoretic Learning
Aug 26, 2009 3375 views
Rule Learning with Monotonicity Constraints
Aug 26, 2009 2791 views
Grammatical Inference as a Principal Component Analysis Problem
Aug 26, 2009 3339 views
Bandit-Based Optimization on Graphs with Application to Library Performance Tuni...
Aug 26, 2009 3108 views
Structured Learning: Metric Learning
Learning Instance Specific Distances Using Metric Propagation
Sep 18, 2009 3093 views
An Efficient Sparse Metric Learning in High-Dimensional Space via L1-Penalized L...
Sep 17, 2009 4693 views
On Primal and Dual Sparsity of Markov Networks
Sep 17, 2009 3040 views
Learning Structural SVMs with Latent Variables
Sep 17, 2009 10164 views
Polyhedral Outer Approximations with Application to Natural Language Parsing
Sep 17, 2009 2989 views
Deep Architectures
Using Fast Weights to Improve Persistent Contrastive Divergence
Aug 26, 2009 7884 views
Convolutional Deep Belief Networks for Scalable Unsupervised Learning of Hierarc...
Aug 26, 2009 27422 views
Large-Scale Deep Unsupervised Learning Using Graphics Processors
Aug 26, 2009 5557 views
Deep Learning from Temporal Coherence in Video
Aug 26, 2009 6784 views
Factored Conditional Restricted Boltzmann Machines for Modeling Motion Style
Aug 26, 2009 7139 views
Learning Actions and Sequences
Learning When to Stop Thinking and Do Something!
Aug 26, 2009 3661 views
Robot Trajectory Optimization Using Approximate Inference
Aug 26, 2009 4461 views
Learning Complex Motions by Sequencing Simpler Motion Templates
Aug 26, 2009 3022 views
Monte-Carlo Simulation Balancing
Aug 26, 2009 5207 views
Trajectory Prediction: Learning to Map Situations to Robot Trajectories
Aug 26, 2009 3468 views
Boosting
Compositional Noisy-Logical Learning
Aug 26, 2009 3069 views
ABC-Boost: Adaptive Base Class Boost for Multi-Class Classification
Aug 26, 2009 3821 views
Learning with Structured Sparsity
Aug 26, 2009 6171 views
Boosting Products of Base Classifiers
Aug 26, 2009 3733 views
Boosting with Structural Sparsity
Aug 26, 2009 4003 views