Sessions
119 Videos · Jul 28, 2009
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Videos
Clustering Geometry
Multi-View Clustering via Canonical Correlation Analysis
Aug 26, 2009 5163 views
Solution Stability in Linear Programming Relaxations: Graph Partitioning and Uns...
Aug 26, 2009 3582 views
A Scalable Framework for Discovering Coherent Co-clusters in Noisy Data
Aug 26, 2009 4114 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 3090 views
Dynamic Analysis of Multiagent Q-learning with e-greedy Exploration
Aug 26, 2009 4488 views
Hoeffding and Bernstein Races for Selecting Policies in Evolutionary Direct Poli...
Aug 26, 2009 4173 views
The Adaptive k-Meteorologists Problem and Its Application to Structure Learning ...
Aug 26, 2009 4288 views
Near-Bayesian Exploration in Polynomial Time
Aug 26, 2009 3378 views
Online Learning
Online Learning by Ellipsoid Method
Aug 26, 2009 5789 views
Efficient Learning Algorithms for Changing Environments
Aug 26, 2009 3347 views
A Simpler Unified Analysis of Budget Perceptrons
Aug 26, 2009 5762 views
Identifying Suspicious URLs: An Application of Large-Scale Online Learning
Aug 26, 2009 3675 views
Learning Prediction Suffix Trees with Winnow
Aug 26, 2009 4765 views
Ranking
BoltzRank: Learning to Maximize Expected Ranking Gain
Aug 26, 2009 4566 views
Decision Tree and Instance-Based Learning for Label Ranking
Aug 26, 2009 9633 views
Ranking Interesting Subgroups
Aug 26, 2009 3037 views
Ranking with Ordered Weighted Pairwise Classification
Aug 26, 2009 4987 views
Generalization Analysis of Listwise Learning-to-Rank Algorithms
Aug 26, 2009 4451 views
Graphs and Embeddings
Partial Order Embedding with Multiple Kernels
Aug 26, 2009 3286 views
Fitting a Graph to Vector Data
Aug 26, 2009 4041 views
Graph Construction and b-Matching for Semi-Supervised Learning
Aug 26, 2009 5738 views
Structure Preserving Embedding
Aug 26, 2009 5970 views
Probabilistic Dyadic Data Analysis with Local and Global Consistency
Aug 26, 2009 3850 views
Gaussian Processes
Function Factorization Using Warped Gaussian Processes
Aug 26, 2009 4689 views
Non-Linear Matrix Factorization with Gaussian Processes
Aug 26, 2009 10968 views
Tractable Nonparametric Bayesian Inference in Poisson Processes with Gaussian Pr...
Aug 26, 2009 5952 views
Analytic Moment-Based Gaussian Process Filtering
Aug 26, 2009 3765 views
Large-Scale Collaborative Prediction Using a Nonparametric Random Effects Model
Aug 26, 2009 3754 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 4983 views
Dynamic Mixed Membership Block Model for Evolving Networks
Sep 17, 2009 3861 views
Learning Linear Dynamical Systems without Sequence Information
Aug 26, 2009 3602 views
Learning Codebooks and Dictionaries
Gradient Descent with Sparsification: An Iterative Algorithm for Sparse Recovery ...
Aug 26, 2009 5189 views
Prototype Vector Machine for Large Scale Semi-Supervised Learning
Aug 26, 2009 3370 views
Learning Non-Redundant Codebooks for Classifying Complex Objects
Aug 26, 2009 3803 views
Learning Dictionaries of Stable Autoregressive Models for Audio Scene Analysis
Aug 26, 2009 2972 views
Online Dictionary Learning for Sparse Coding
Aug 26, 2009 34956 views
Clustering Algorithms
K-Means in Space: A Radiation Sensitivity Evaluation
Aug 26, 2009 3845 views
Information Theoretic Measures for Clusterings Comparison: Is a Correction for C...
Aug 26, 2009 4034 views
Multi-Assignment Clustering for Boolean Data
Aug 26, 2009 5640 views
Fast Evolutionary Maximum Margin Clustering
Aug 26, 2009 925 views
Discriminative k-Metrics
Aug 26, 2009 3613 views
Inference in Probabilistic Models
Orbit-Product Representation and Correction of Gaussian Belief Propagation
Aug 26, 2009 3049 views
Archipelago: Nonparametric Bayesian Semi-Supervised Learning
Aug 26, 2009 4773 views
The Bayesian Group-Lasso for Analyzing Contingency Tables
Aug 26, 2009 3958 views
Convex Variational Bayesian Inference for Large Scale Generalized Linear Models
Aug 26, 2009 5383 views
Split Variational Inference
Aug 26, 2009 3279 views
Reinforcement Learning with Temporal Differences
Kernelized Value Function Approximation for Reinforcement Learning
Aug 26, 2009 3115 views
Proto-Predictive Representation of States with Simple Recurrent Temporal-Differe...
Sep 17, 2009 2826 views
Fast Gradient-Descent Methods for Temporal-Difference Learning with Linear Funct...
Sep 17, 2009 7498 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 4058 views
Topic Models
Accounting for Burstiness in Topic Models
Aug 26, 2009 4881 views
Independent Factor Topic Models
Aug 26, 2009 3892 views
MedLDA: Maximum Margin Supervised Topic Models for Regression and Classification
Aug 26, 2009 4169 views
Topic-Link LDA: Joint Models of Topic and Author Community
Aug 26, 2009 13685 views
Evaluation Methods for Topic Models
Aug 26, 2009 6803 views
Weak Supervision
Partially Supervised Feature Selection with Regularized Linear Models
Aug 26, 2009 3668 views
Supervised Learning from Multiple Experts: Whom to Trust When Everyone Lies a Bi...
Aug 26, 2009 4390 views
Optimal Reverse Prediction: A Unified Perspective on Supervised, Unsupervised an...
Aug 26, 2009 4179 views
Semi-Supervised Learning Using Label Mean
Aug 26, 2009 4689 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 4311 views
Group Lasso with Overlaps and Graph Lasso
Aug 26, 2009 8758 views
Stochastic Methods for L1 Regularized Loss Minimization
Aug 26, 2009 4167 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 4454 views
Document Collections
Bayesian Clustering for Email Campaign Detection
Aug 26, 2009 3648 views
A Novel Lexicalized HMM-Based Learning Framework for Web Opinion Mining
Aug 26, 2009 4475 views
Transfer Learning for Collaborative Filtering via a Rating-Matrix Generative Mod...
Aug 26, 2009 5084 views
Learning Spectral Graph Transformations for Link Prediction
Aug 26, 2009 4082 views
Interactively Optimizing Information Retrieval Systems as a Dueling Bandits Prob...
Aug 26, 2009 4539 views
Food for Thought
Curriculum Learning
Aug 26, 2009 8091 views
Active Learning for Directed Exploration of Complex Systems
Aug 26, 2009 3076 views
Model-Free Reinforcement Learning as Mixture Learning
Aug 26, 2009 3698 views
Herding Dynamical Weights to Learn
Aug 26, 2009 1002 views
Sequential Bayesian Prediction in the Presence of Changepoints
Aug 26, 2009 4725 views
Priors in Probabilistic Models
Bayesian Inference for Plackett-Luce Ranking Models
Aug 26, 2009 4626 views
Nonparametric Factor Analysis with Beta Process Priors
Sep 17, 2009 6534 views
Accelerated Gibbs Sampling for the Indian Buffet Process
Aug 26, 2009 6587 views
Incorporating Domain Knowledge into Topic Modeling via Dirichlet Forest Priors
Aug 26, 2009 5550 views
A Stochastic Memoizer for Sequence Data
Aug 26, 2009 6543 views
Reinforcement Learning in High Order Environments
Stochastic Search Using the Natural Gradient
Aug 26, 2009 4686 views
Approximate Inference for Planning in Stochastic Relational Worlds
Aug 26, 2009 3280 views
Discovering Options from Example Trajectories
Aug 26, 2009 2993 views
Predictive Representations for Policy Gradient in POMDPs
Aug 26, 2009 3760 views
Binary Action Search for Learning Continuous-Action Control Policies
Aug 26, 2009 4499 views
Learning Theory
Piecewise-Stationary Bandit Problems with Side Observations
Aug 26, 2009 2839 views
Robust Bounds for Classification via Selective Sampling
Aug 26, 2009 3919 views
PAC-Bayesian Learning of Linear Classifiers
Aug 26, 2009 4149 views
Surrogate Regret Bounds for Proper Losses
Aug 26, 2009 3162 views
Nonparametric Estimation of the Precision-Recall Curve
Aug 26, 2009 3983 views
Paul Utgoff Memorial Session: Learning for Discrete Problems
Block-Wise Construction of Acyclic Relational Features with Monotone Irreducibil...
Aug 26, 2009 2814 views
Robust Feature Extraction via Information Theoretic Learning
Aug 26, 2009 3372 views
Rule Learning with Monotonicity Constraints
Aug 26, 2009 2787 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 3103 views
Structured Learning: Metric Learning
Learning Instance Specific Distances Using Metric Propagation
Sep 18, 2009 3088 views
An Efficient Sparse Metric Learning in High-Dimensional Space via L1-Penalized L...
Sep 17, 2009 4690 views
On Primal and Dual Sparsity of Markov Networks
Sep 17, 2009 3034 views
Learning Structural SVMs with Latent Variables
Sep 17, 2009 10160 views
Polyhedral Outer Approximations with Application to Natural Language Parsing
Sep 17, 2009 2983 views
Deep Architectures
Using Fast Weights to Improve Persistent Contrastive Divergence
Aug 26, 2009 7872 views
Convolutional Deep Belief Networks for Scalable Unsupervised Learning of Hierarc...
Aug 26, 2009 27417 views
Large-Scale Deep Unsupervised Learning Using Graphics Processors
Aug 26, 2009 5553 views
Deep Learning from Temporal Coherence in Video
Aug 26, 2009 6779 views
Factored Conditional Restricted Boltzmann Machines for Modeling Motion Style
Aug 26, 2009 7133 views
Learning Actions and Sequences
Learning When to Stop Thinking and Do Something!
Aug 26, 2009 3654 views
Robot Trajectory Optimization Using Approximate Inference
Aug 26, 2009 4456 views
Learning Complex Motions by Sequencing Simpler Motion Templates
Aug 26, 2009 3016 views
Monte-Carlo Simulation Balancing
Aug 26, 2009 5200 views
Trajectory Prediction: Learning to Map Situations to Robot Trajectories
Aug 26, 2009 3462 views
Boosting
Compositional Noisy-Logical Learning
Aug 26, 2009 3063 views
ABC-Boost: Adaptive Base Class Boost for Multi-Class Classification
Aug 26, 2009 3815 views
Learning with Structured Sparsity
Aug 26, 2009 6163 views
Boosting Products of Base Classifiers
Aug 26, 2009 3728 views
Boosting with Structural Sparsity
Aug 26, 2009 3993 views