Sessions
119 Videos · Jul 28, 2009
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Videos
Clustering Geometry
Multi-View Clustering via Canonical Correlation Analysis
Aug 26, 2009 5165 views
Solution Stability in Linear Programming Relaxations: Graph Partitioning and Uns...
Aug 26, 2009 3583 views
A Scalable Framework for Discovering Coherent Co-clusters in Noisy Data
Aug 26, 2009 4116 views
Spectral Clustering Based on the Graph p-Laplacian
Aug 26, 2009 6301 views
Nearest Neighbors in High-Dimensional Data: The Emergence and Influence of Hubs
Aug 26, 2009 5438 views
Exploration in Reinforcement Learning
Optimistic Initialization and Greediness Lead to Polynomial Time Learning in Fac...
Aug 26, 2009 3092 views
Dynamic Analysis of Multiagent Q-learning with e-greedy Exploration
Aug 26, 2009 4489 views
Hoeffding and Bernstein Races for Selecting Policies in Evolutionary Direct Poli...
Aug 26, 2009 4174 views
The Adaptive k-Meteorologists Problem and Its Application to Structure Learning ...
Aug 26, 2009 4290 views
Near-Bayesian Exploration in Polynomial Time
Aug 26, 2009 3379 views
Online Learning
Online Learning by Ellipsoid Method
Aug 26, 2009 5791 views
Efficient Learning Algorithms for Changing Environments
Aug 26, 2009 3349 views
A Simpler Unified Analysis of Budget Perceptrons
Aug 26, 2009 5772 views
Identifying Suspicious URLs: An Application of Large-Scale Online Learning
Aug 26, 2009 3676 views
Learning Prediction Suffix Trees with Winnow
Aug 26, 2009 4766 views
Ranking
BoltzRank: Learning to Maximize Expected Ranking Gain
Aug 26, 2009 4567 views
Decision Tree and Instance-Based Learning for Label Ranking
Aug 26, 2009 9634 views
Ranking Interesting Subgroups
Aug 26, 2009 3038 views
Ranking with Ordered Weighted Pairwise Classification
Aug 26, 2009 4990 views
Generalization Analysis of Listwise Learning-to-Rank Algorithms
Aug 26, 2009 4452 views
Graphs and Embeddings
Partial Order Embedding with Multiple Kernels
Aug 26, 2009 3287 views
Fitting a Graph to Vector Data
Aug 26, 2009 4043 views
Graph Construction and b-Matching for Semi-Supervised Learning
Aug 26, 2009 5739 views
Structure Preserving Embedding
Aug 26, 2009 5971 views
Probabilistic Dyadic Data Analysis with Local and Global Consistency
Aug 26, 2009 3851 views
Gaussian Processes
Function Factorization Using Warped Gaussian Processes
Aug 26, 2009 4690 views
Non-Linear Matrix Factorization with Gaussian Processes
Aug 26, 2009 10969 views
Tractable Nonparametric Bayesian Inference in Poisson Processes with Gaussian Pr...
Aug 26, 2009 5955 views
Analytic Moment-Based Gaussian Process Filtering
Aug 26, 2009 3766 views
Large-Scale Collaborative Prediction Using a Nonparametric Random Effects Model
Aug 26, 2009 3755 views
Dynamical Systems
Learning Nonlinear Dynamic Models
Aug 26, 2009 4026 views
Hilbert Space Embeddings of Conditional Distributions with Applications to Dynam...
Aug 26, 2009 4984 views
Dynamic Mixed Membership Block Model for Evolving Networks
Sep 17, 2009 3862 views
Learning Linear Dynamical Systems without Sequence Information
Aug 26, 2009 3604 views
Learning Codebooks and Dictionaries
Gradient Descent with Sparsification: An Iterative Algorithm for Sparse Recovery ...
Aug 26, 2009 5192 views
Prototype Vector Machine for Large Scale Semi-Supervised Learning
Aug 26, 2009 3371 views
Learning Non-Redundant Codebooks for Classifying Complex Objects
Aug 26, 2009 3805 views
Learning Dictionaries of Stable Autoregressive Models for Audio Scene Analysis
Aug 26, 2009 2973 views
Online Dictionary Learning for Sparse Coding
Aug 26, 2009 34957 views
Clustering Algorithms
K-Means in Space: A Radiation Sensitivity Evaluation
Aug 26, 2009 3846 views
Information Theoretic Measures for Clusterings Comparison: Is a Correction for C...
Aug 26, 2009 4035 views
Multi-Assignment Clustering for Boolean Data
Aug 26, 2009 5641 views
Fast Evolutionary Maximum Margin Clustering
Aug 26, 2009 925 views
Discriminative k-Metrics
Aug 26, 2009 3614 views
Inference in Probabilistic Models
Orbit-Product Representation and Correction of Gaussian Belief Propagation
Aug 26, 2009 3050 views
Archipelago: Nonparametric Bayesian Semi-Supervised Learning
Aug 26, 2009 4774 views
The Bayesian Group-Lasso for Analyzing Contingency Tables
Aug 26, 2009 3963 views
Convex Variational Bayesian Inference for Large Scale Generalized Linear Models
Aug 26, 2009 5385 views
Split Variational Inference
Aug 26, 2009 3280 views
Reinforcement Learning with Temporal Differences
Kernelized Value Function Approximation for Reinforcement Learning
Aug 26, 2009 3117 views
Proto-Predictive Representation of States with Simple Recurrent Temporal-Differe...
Sep 17, 2009 2827 views
Fast Gradient-Descent Methods for Temporal-Difference Learning with Linear Funct...
Sep 17, 2009 7503 views
Constraint Relaxation in Approximate Linear Programs
Aug 26, 2009 2679 views
Regularization and Feature Selection in Least Squares Temporal-Difference Learni...
Sep 17, 2009 4060 views
Topic Models
Accounting for Burstiness in Topic Models
Aug 26, 2009 4883 views
Independent Factor Topic Models
Aug 26, 2009 3893 views
MedLDA: Maximum Margin Supervised Topic Models for Regression and Classification
Aug 26, 2009 4170 views
Topic-Link LDA: Joint Models of Topic and Author Community
Aug 26, 2009 13686 views
Evaluation Methods for Topic Models
Aug 26, 2009 6804 views
Weak Supervision
Partially Supervised Feature Selection with Regularized Linear Models
Aug 26, 2009 3669 views
Supervised Learning from Multiple Experts: Whom to Trust When Everyone Lies a Bi...
Aug 26, 2009 4393 views
Optimal Reverse Prediction: A Unified Perspective on Supervised, Unsupervised an...
Aug 26, 2009 4180 views
Semi-Supervised Learning Using Label Mean
Aug 26, 2009 4690 views
Good Learners for Evil Teachers
Aug 26, 2009 3941 views
Lassos and other L1s
An Accelerated Gradient Method for Trace Norm Minimization
Aug 26, 2009 4313 views
Group Lasso with Overlaps and Graph Lasso
Aug 26, 2009 8771 views
Stochastic Methods for L1 Regularized Loss Minimization
Aug 26, 2009 4168 views
An Efficient Projection for L1 Infinity Regularization
Aug 26, 2009 7305 views
Blockwise Coordinate Descent Procedures for the Multi-Task Lasso with Applicatio...
Aug 26, 2009 4455 views
Document Collections
Bayesian Clustering for Email Campaign Detection
Aug 26, 2009 3649 views
A Novel Lexicalized HMM-Based Learning Framework for Web Opinion Mining
Aug 26, 2009 4476 views
Transfer Learning for Collaborative Filtering via a Rating-Matrix Generative Mod...
Aug 26, 2009 5085 views
Learning Spectral Graph Transformations for Link Prediction
Aug 26, 2009 4091 views
Interactively Optimizing Information Retrieval Systems as a Dueling Bandits Prob...
Aug 26, 2009 4541 views
Food for Thought
Curriculum Learning
Aug 26, 2009 8094 views
Active Learning for Directed Exploration of Complex Systems
Aug 26, 2009 3077 views
Model-Free Reinforcement Learning as Mixture Learning
Aug 26, 2009 3699 views
Herding Dynamical Weights to Learn
Aug 26, 2009 1002 views
Sequential Bayesian Prediction in the Presence of Changepoints
Aug 26, 2009 4730 views
Priors in Probabilistic Models
Bayesian Inference for Plackett-Luce Ranking Models
Aug 26, 2009 4628 views
Nonparametric Factor Analysis with Beta Process Priors
Sep 17, 2009 6535 views
Accelerated Gibbs Sampling for the Indian Buffet Process
Aug 26, 2009 6589 views
Incorporating Domain Knowledge into Topic Modeling via Dirichlet Forest Priors
Aug 26, 2009 5551 views
A Stochastic Memoizer for Sequence Data
Aug 26, 2009 6544 views
Reinforcement Learning in High Order Environments
Stochastic Search Using the Natural Gradient
Aug 26, 2009 4688 views
Approximate Inference for Planning in Stochastic Relational Worlds
Aug 26, 2009 3282 views
Discovering Options from Example Trajectories
Aug 26, 2009 2995 views
Predictive Representations for Policy Gradient in POMDPs
Aug 26, 2009 3761 views
Binary Action Search for Learning Continuous-Action Control Policies
Aug 26, 2009 4500 views
Learning Theory
Piecewise-Stationary Bandit Problems with Side Observations
Aug 26, 2009 2840 views
Robust Bounds for Classification via Selective Sampling
Aug 26, 2009 3921 views
PAC-Bayesian Learning of Linear Classifiers
Aug 26, 2009 4150 views
Surrogate Regret Bounds for Proper Losses
Aug 26, 2009 3163 views
Nonparametric Estimation of the Precision-Recall Curve
Aug 26, 2009 3984 views
Paul Utgoff Memorial Session: Learning for Discrete Problems
Block-Wise Construction of Acyclic Relational Features with Monotone Irreducibil...
Aug 26, 2009 2815 views
Robust Feature Extraction via Information Theoretic Learning
Aug 26, 2009 3373 views
Rule Learning with Monotonicity Constraints
Aug 26, 2009 2788 views
Grammatical Inference as a Principal Component Analysis Problem
Aug 26, 2009 3336 views
Bandit-Based Optimization on Graphs with Application to Library Performance Tuni...
Aug 26, 2009 3104 views
Structured Learning: Metric Learning
Learning Instance Specific Distances Using Metric Propagation
Sep 18, 2009 3089 views
An Efficient Sparse Metric Learning in High-Dimensional Space via L1-Penalized L...
Sep 17, 2009 4692 views
On Primal and Dual Sparsity of Markov Networks
Sep 17, 2009 3034 views
Learning Structural SVMs with Latent Variables
Sep 17, 2009 10162 views
Polyhedral Outer Approximations with Application to Natural Language Parsing
Sep 17, 2009 2984 views
Deep Architectures
Using Fast Weights to Improve Persistent Contrastive Divergence
Aug 26, 2009 7875 views
Convolutional Deep Belief Networks for Scalable Unsupervised Learning of Hierarc...
Aug 26, 2009 27418 views
Large-Scale Deep Unsupervised Learning Using Graphics Processors
Aug 26, 2009 5555 views
Deep Learning from Temporal Coherence in Video
Aug 26, 2009 6781 views
Factored Conditional Restricted Boltzmann Machines for Modeling Motion Style
Aug 26, 2009 7134 views
Learning Actions and Sequences
Learning When to Stop Thinking and Do Something!
Aug 26, 2009 3655 views
Robot Trajectory Optimization Using Approximate Inference
Aug 26, 2009 4457 views
Learning Complex Motions by Sequencing Simpler Motion Templates
Aug 26, 2009 3017 views
Monte-Carlo Simulation Balancing
Aug 26, 2009 5204 views
Trajectory Prediction: Learning to Map Situations to Robot Trajectories
Aug 26, 2009 3464 views
Boosting
Compositional Noisy-Logical Learning
Aug 26, 2009 3064 views
ABC-Boost: Adaptive Base Class Boost for Multi-Class Classification
Aug 26, 2009 3816 views
Learning with Structured Sparsity
Aug 26, 2009 6166 views
Boosting Products of Base Classifiers
Aug 26, 2009 3731 views
Boosting with Structural Sparsity
Aug 26, 2009 3995 views