Sessions
117 Lectures · Jul 28, 2009
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Uploaded videos:
Clustering Geometry
Solution Stability in Linear Programming Relaxations: Graph Partitioning and Uns...
Aug 26, 2009
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3561 Views
A Scalable Framework for Discovering Coherent Co-clusters in Noisy Data
Aug 26, 2009
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4097 Views
Multi-View Clustering via Canonical Correlation Analysis
Aug 26, 2009
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5140 Views
Spectral Clustering Based on the Graph p-Laplacian
Aug 26, 2009
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6260 Views
Nearest Neighbors in High-Dimensional Data: The Emergence and Influence of Hubs
Aug 26, 2009
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5417 Views
Exploration in Reinforcement Learning
The Adaptive k-Meteorologists Problem and Its Application to Structure Learning ...
Aug 26, 2009
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4264 Views
Near-Bayesian Exploration in Polynomial Time
Aug 26, 2009
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3361 Views
Optimistic Initialization and Greediness Lead to Polynomial Time Learning in Fac...
Aug 26, 2009
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3069 Views
Dynamic Analysis of Multiagent Q-learning with e-greedy Exploration
Aug 26, 2009
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4469 Views
Hoeffding and Bernstein Races for Selecting Policies in Evolutionary Direct Poli...
Aug 26, 2009
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4152 Views
Online Learning
A Simpler Unified Analysis of Budget Perceptrons
Aug 26, 2009
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5472 Views
Efficient Learning Algorithms for Changing Environments
Aug 26, 2009
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3334 Views
Online Learning by Ellipsoid Method
Aug 26, 2009
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5756 Views
Learning Prediction Suffix Trees with Winnow
Aug 26, 2009
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4747 Views
Identifying Suspicious URLs: An Application of Large-Scale Online Learning
Aug 26, 2009
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3652 Views
Ranking
Ranking with Ordered Weighted Pairwise Classification
Aug 26, 2009
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4968 Views
BoltzRank: Learning to Maximize Expected Ranking Gain
Aug 26, 2009
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4523 Views
Decision Tree and Instance-Based Learning for Label Ranking
Aug 26, 2009
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9582 Views
Ranking Interesting Subgroups
Aug 26, 2009
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3018 Views
Generalization Analysis of Listwise Learning-to-Rank Algorithms
Aug 26, 2009
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4421 Views
Graphs and Embeddings
Fitting a Graph to Vector Data
Aug 26, 2009
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4012 Views
Structure Preserving Embedding
Aug 26, 2009
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5933 Views
Graph Construction and b-Matching for Semi-Supervised Learning
Aug 26, 2009
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5707 Views
Partial Order Embedding with Multiple Kernels
Aug 26, 2009
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3264 Views
Probabilistic Dyadic Data Analysis with Local and Global Consistency
Aug 26, 2009
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3824 Views
Gaussian Processes
Non-Linear Matrix Factorization with Gaussian Processes
Aug 26, 2009
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10908 Views
Analytic Moment-Based Gaussian Process Filtering
Aug 26, 2009
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3732 Views
Function Factorization Using Warped Gaussian Processes
Aug 26, 2009
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4666 Views
Tractable Nonparametric Bayesian Inference in Poisson Processes with Gaussian Pr...
Aug 26, 2009
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5919 Views
Large-Scale Collaborative Prediction Using a Nonparametric Random Effects Model
Aug 26, 2009
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3729 Views
Dynamical Systems
Hilbert Space Embeddings of Conditional Distributions with Applications to Dynam...
Aug 26, 2009
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4916 Views
Learning Nonlinear Dynamic Models
Aug 26, 2009
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4007 Views
Learning Linear Dynamical Systems without Sequence Information
Aug 26, 2009
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3581 Views
Dynamic Mixed Membership Block Model for Evolving Networks
Sep 17, 2009
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3838 Views
Learning Codebooks and Dictionaries
Gradient Descent with Sparsification: An Iterative Algorithm for Sparse Recovery ...
Aug 26, 2009
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5150 Views
Learning Dictionaries of Stable Autoregressive Models for Audio Scene Analysis
Aug 26, 2009
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2959 Views
Online Dictionary Learning for Sparse Coding
Aug 26, 2009
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34763 Views
Learning Non-Redundant Codebooks for Classifying Complex Objects
Aug 26, 2009
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3774 Views
Prototype Vector Machine for Large Scale Semi-Supervised Learning
Aug 26, 2009
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3355 Views
Clustering Algorithms
Multi-Assignment Clustering for Boolean Data
Aug 26, 2009
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5573 Views
K-Means in Space: A Radiation Sensitivity Evaluation
Aug 26, 2009
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3818 Views
Information Theoretic Measures for Clusterings Comparison: Is a Correction for C...
Aug 26, 2009
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4008 Views
Discriminative k-Metrics
Aug 26, 2009
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3599 Views
Inference in Probabilistic Models
Orbit-Product Representation and Correction of Gaussian Belief Propagation
Aug 26, 2009
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3026 Views
Convex Variational Bayesian Inference for Large Scale Generalized Linear Models
Aug 26, 2009
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5355 Views
Archipelago: Nonparametric Bayesian Semi-Supervised Learning
Aug 26, 2009
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4746 Views
The Bayesian Group-Lasso for Analyzing Contingency Tables
Aug 26, 2009
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3944 Views
Split Variational Inference
Aug 26, 2009
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3256 Views
Reinforcement Learning with Temporal Differences
Proto-Predictive Representation of States with Simple Recurrent Temporal-Differe...
Sep 17, 2009
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2812 Views
Regularization and Feature Selection in Least Squares Temporal-Difference Learni...
Sep 17, 2009
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4041 Views
Fast Gradient-Descent Methods for Temporal-Difference Learning with Linear Funct...
Sep 17, 2009
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7440 Views
Kernelized Value Function Approximation for Reinforcement Learning
Aug 26, 2009
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3094 Views
Constraint Relaxation in Approximate Linear Programs
Aug 26, 2009
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2655 Views
Topic Models
Evaluation Methods for Topic Models
Aug 26, 2009
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6783 Views
Accounting for Burstiness in Topic Models
Aug 26, 2009
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4833 Views
Topic-Link LDA: Joint Models of Topic and Author Community
Aug 26, 2009
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13661 Views
MedLDA: Maximum Margin Supervised Topic Models for Regression and Classification
Aug 26, 2009
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4147 Views
Independent Factor Topic Models
Aug 26, 2009
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3870 Views
Weak Supervision
Semi-Supervised Learning Using Label Mean
Aug 26, 2009
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4668 Views
Partially Supervised Feature Selection with Regularized Linear Models
Aug 26, 2009
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3636 Views
Optimal Reverse Prediction: A Unified Perspective on Supervised, Unsupervised an...
Aug 26, 2009
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4136 Views
Supervised Learning from Multiple Experts: Whom to Trust When Everyone Lies a Bi...
Aug 26, 2009
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4350 Views
Good Learners for Evil Teachers
Aug 26, 2009
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3919 Views
Lassos and other L1s
Stochastic Methods for L1 Regularized Loss Minimization
Aug 26, 2009
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4144 Views
Blockwise Coordinate Descent Procedures for the Multi-Task Lasso with Applicatio...
Aug 26, 2009
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4438 Views
An Efficient Projection for L1 Infinity Regularization
Aug 26, 2009
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7276 Views
An Accelerated Gradient Method for Trace Norm Minimization
Aug 26, 2009
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4287 Views
Group Lasso with Overlaps and Graph Lasso
Aug 26, 2009
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8737 Views
Document Collections
Bayesian Clustering for Email Campaign Detection
Aug 26, 2009
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3630 Views
A Novel Lexicalized HMM-Based Learning Framework for Web Opinion Mining
Aug 26, 2009
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4451 Views
Learning Spectral Graph Transformations for Link Prediction
Aug 26, 2009
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4055 Views
Interactively Optimizing Information Retrieval Systems as a Dueling Bandits Prob...
Aug 26, 2009
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4518 Views
Transfer Learning for Collaborative Filtering via a Rating-Matrix Generative Mod...
Aug 26, 2009
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5053 Views
Food for Thought
Curriculum Learning
Aug 26, 2009
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8064 Views
Sequential Bayesian Prediction in the Presence of Changepoints
Aug 26, 2009
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4700 Views
Model-Free Reinforcement Learning as Mixture Learning
Aug 26, 2009
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3680 Views
Active Learning for Directed Exploration of Complex Systems
Aug 26, 2009
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3053 Views
Priors in Probabilistic Models
Bayesian Inference for Plackett-Luce Ranking Models
Aug 26, 2009
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4601 Views
Incorporating Domain Knowledge into Topic Modeling via Dirichlet Forest Priors
Aug 26, 2009
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5526 Views
Nonparametric Factor Analysis with Beta Process Priors
Sep 17, 2009
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6506 Views
Accelerated Gibbs Sampling for the Indian Buffet Process
Aug 26, 2009
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6547 Views
A Stochastic Memoizer for Sequence Data
Aug 26, 2009
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6505 Views
Reinforcement Learning in High Order Environments
Binary Action Search for Learning Continuous-Action Control Policies
Aug 26, 2009
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4474 Views
Predictive Representations for Policy Gradient in POMDPs
Aug 26, 2009
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3743 Views
Stochastic Search Using the Natural Gradient
Aug 26, 2009
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4662 Views
Approximate Inference for Planning in Stochastic Relational Worlds
Aug 26, 2009
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3248 Views
Discovering Options from Example Trajectories
Aug 26, 2009
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2978 Views
Learning Theory
Nonparametric Estimation of the Precision-Recall Curve
Aug 26, 2009
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3965 Views
Surrogate Regret Bounds for Proper Losses
Aug 26, 2009
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3135 Views
Robust Bounds for Classification via Selective Sampling
Aug 26, 2009
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3894 Views
PAC-Bayesian Learning of Linear Classifiers
Aug 26, 2009
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4125 Views
Piecewise-Stationary Bandit Problems with Side Observations
Aug 26, 2009
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2819 Views
Paul Utgoff Memorial Session: Learning for Discrete Problems
Bandit-Based Optimization on Graphs with Application to Library Performance Tuni...
Aug 26, 2009
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3089 Views
Robust Feature Extraction via Information Theoretic Learning
Aug 26, 2009
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3349 Views
Block-Wise Construction of Acyclic Relational Features with Monotone Irreducibil...
Aug 26, 2009
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2793 Views
Rule Learning with Monotonicity Constraints
Aug 26, 2009
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2761 Views
Grammatical Inference as a Principal Component Analysis Problem
Aug 26, 2009
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3309 Views
Structured Learning: Metric Learning
Polyhedral Outer Approximations with Application to Natural Language Parsing
Sep 17, 2009
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2966 Views
On Primal and Dual Sparsity of Markov Networks
Sep 17, 2009
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3010 Views
Learning Structural SVMs with Latent Variables
Sep 17, 2009
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10142 Views
An Efficient Sparse Metric Learning in High-Dimensional Space via L1-Penalized L...
Sep 17, 2009
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4661 Views
Learning Instance Specific Distances Using Metric Propagation
Sep 18, 2009
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3068 Views
Deep Architectures
Convolutional Deep Belief Networks for Scalable Unsupervised Learning of Hierarc...
Aug 26, 2009
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27367 Views
Using Fast Weights to Improve Persistent Contrastive Divergence
Aug 26, 2009
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7816 Views
Large-Scale Deep Unsupervised Learning Using Graphics Processors
Aug 26, 2009
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5515 Views
Factored Conditional Restricted Boltzmann Machines for Modeling Motion Style
Aug 26, 2009
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7102 Views
Deep Learning from Temporal Coherence in Video
Aug 26, 2009
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6734 Views
Learning Actions and Sequences
Robot Trajectory Optimization Using Approximate Inference
Aug 26, 2009
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4427 Views
Trajectory Prediction: Learning to Map Situations to Robot Trajectories
Aug 26, 2009
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3440 Views
Learning Complex Motions by Sequencing Simpler Motion Templates
Aug 26, 2009
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2990 Views
Learning When to Stop Thinking and Do Something!
Aug 26, 2009
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3634 Views
Monte-Carlo Simulation Balancing
Aug 26, 2009
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5162 Views
Boosting
Boosting Products of Base Classifiers
Aug 26, 2009
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3706 Views
ABC-Boost: Adaptive Base Class Boost for Multi-Class Classification
Aug 26, 2009
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3760 Views
Compositional Noisy-Logical Learning
Aug 26, 2009
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3031 Views
Boosting with Structural Sparsity
Aug 26, 2009
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3957 Views
Learning with Structured Sparsity
Aug 26, 2009
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6125 Views