Jul 5, 2008 
128 videos 
25th International Conference on Machine Learning (ICML), Helsinki 2008
The 25th International Conference on Machine Learning (ICML 2008) was organized in Helsinki, Finland on July 5-9, 2008. ICML is the leading international machine learning conference, attracting annually about 500 participants from all over the world. ICML is supported by the International Machine Learning Society(IMLS). Check also last years videos - ICML07... Event home page: > http://icml2008.cs.helsinki.fi/ ----
Kernels
A Generalization of Haussler's Convolution Kernel - Mapping Kernel
Jul 28, 2008 4586 views
Nu-Support Vector Machine as Conditional Value-at-Risk Minimization
Jul 28, 2008 7580 views
Nonextensive Entropic Kernels
Jul 28, 2008 3559 views
Tailoring Density Estimation via Reproducing Kernel Moment Matching
Jul 28, 2008 5032 views
Active Learning and Experimental Design
Active Kernel Learning
Jul 28, 2008 6410 views
Learning from Incomplete Data with Infinite Imputations
Jul 28, 2008 4010 views
Hierarchical sampling for active learning
Jul 28, 2008 7059 views
Actively Learning Level-Sets of Composite Functions
Jul 28, 2008 4408 views
Structured Output, ILP and Sparsity
Training Structural SVMs when Exact Inference is Intractable
Jul 28, 2008 5925 views
Laplace Maximum Margin Markov Networks
Jul 28, 2008 5459 views
Fast Estimation of Relational Pattern Coverage through Randomization and Maximum...
Jul 28, 2008 3653 views
Fast Gaussian Process Methods for Point Process Intensity Estimation
Aug 7, 2008 5130 views
Discriminative Structure and Parameter Learning for Markov Logic Networks
Jul 28, 2008 4348 views
Accurate Max-margin Training for Structured Output Spaces
Jul 28, 2008 5055 views
Gaussian Processes
Topologically-Constrained Latent Variable Models
Jul 29, 2008 11454 views
Bi-Level Path Following for Cross Validated Solution of Kernel Quantile Regressi...
Jul 29, 2008 4089 views
Gaussian Process Product Models for Nonparametric Nonstationarity
Jul 29, 2008 6493 views
Sparse Multiscale Gaussian Process Regression
Jul 29, 2008 5532 views
Discriminative vs Generative, and Energy-Based Learning
Classification using Discriminative Restricted Boltzmann Machines
Aug 7, 2008 10594 views
On the Quantitative Analysis of Deep Belief Networks
Jul 29, 2008 6811 views
Discriminative Parameter Learning for Bayesian Networks
Jul 29, 2008 4993 views
Training Restricted Boltzmann Machines using Approximations to the Likelihood Gr...
Jul 29, 2008 12156 views
Topic Models
Dirichlet Component Analysis: Feature Extraction for Compositional Data
Jul 29, 2008 4958 views
A New Admixture Model for Inference of Population Structure in Light of Both Gen...
Jul 29, 2008 5009 views
Memory Bounded Inference in Topic Models
Jul 29, 2008 3700 views
Nonnegative Matrix Factorization via Rank-One Downdate
Jul 29, 2008 8195 views
NLP
Learning to Sportscast: A Test of Grounded Language Acquisition
Jul 30, 2008 5325 views
A Unified Architecture for Natural Language Processing: Deep Neural Networks wit...
Jul 30, 2008 13731 views
Structure Compilation: Trading Structure for Features
Jul 30, 2008 4150 views
Fully Distributed EM for Very Large Datasets
Jul 30, 2008 3615 views
Graphs
The Skew Spectrum of Graphs
Aug 7, 2008 5646 views
Message-passing for Graph-structured Linear Programs
Aug 1, 2008 4688 views
Fast Incremental Proximity Search in Large Graphs
Aug 1, 2008 5476 views
Graph Kernels Between Point Clouds
Aug 1, 2008 4595 views
Mixture Models, Dirichlet Processes
Statistical Models for Partial Membership
Aug 1, 2008 4669 views
The Dynamic Hierarchical Dirichlet Process
Aug 1, 2008 563 views
Data Spectroscopy: Learning Mixture Models using Eigenspaces of Convolution Oper...
Aug 1, 2008 5429 views
Hierarchical Kernel Stick-Breaking Process for Multi-Task Image Analysis
Aug 1, 2008 5615 views
Semi-supervised Learning - Embeddings and Transduction
Graph Transduction via Alternating Minimization
Aug 1, 2008 5199 views
On Multi-View Active Learning and the Combination with Semi-Supervised Learning
Aug 1, 2008 5694 views
Large Scale Manifold Transduction
Aug 1, 2008 4250 views
Semi-supervised Learning of Compact Document Representations with Deep Networks
Aug 1, 2008 4572 views
Stability of Transductive Regression Algorithms
Aug 1, 2008 3483 views
Semi-supervised Clustering and Classification
Pairwise Constraint Propagation by Semidefinite Programming for Semi-Supervised ...
Aug 4, 2008 4085 views
The Asymptotics of Semi-Supervised Learning in Discriminative Probabilistic Mode...
Aug 4, 2008 3927 views
Estimating Labels from Label Proportions
Aug 4, 2008 4243 views
Self-taught Clustering
Aug 4, 2008 6733 views
Spectral Clustering with Inconsistent Advice
Aug 4, 2008 3970 views
Ranking and IR
Listwise Approach to Learning to Rank - Theory and Algorithm
Aug 4, 2008 9671 views
Learning Diverse Rankings with Multi-Armed Bandits
Aug 6, 2008 4909 views
Predicting Diverse Subsets Using Structural SVMs
Aug 4, 2008 6264 views
Rank Minimization via Online Learning
Aug 4, 2008 4765 views
Query-Level Stability and Generalization in Learning to Rank
Aug 4, 2008 4259 views
Online Learning
The Projectron: a Bounded Kernel-Based Perceptron
Aug 4, 2008 4977 views
Efficient Bandit Algorithms for Online Multiclass Prediction
Aug 4, 2008 4410 views
Confidence-Weighted Linear Classification
Aug 4, 2008 6561 views
Kernels - Including Scalability
Polyhedral Classifier for Target Detection A Case Study
Aug 5, 2008 3226 views
A Dual Coordinate Descent Method for Large-scale Linear SVM
Aug 5, 2008 6657 views
Fast Support Vector Machine Training and Classification on Graphics Processors
Aug 5, 2008 9930 views
Optimized Cutting Plane Algorithm for Support Vector Machines
Aug 5, 2008 5720 views
Improved Nystrom Low-Rank Approximation and Error Analysis
Aug 5, 2008 5702 views
Clustering
A Rate-Distortion One-Class Model and its Applications to Clustering
Aug 5, 2008 5922 views
Efficient MultiClass Maximum Margin Clustering
Aug 5, 2008 4856 views
Estimating Local Optimums in EM Algorithm over Gaussian Mixture Model
Aug 5, 2008 8194 views
A Decoupled Approach to Exemplar-based Unsupervised Learning
Aug 5, 2008 3325 views
Distance Learning and Efficient Use
Fast Nearest Neighbor Retrieval for Bregman Divergences
Aug 5, 2008 4976 views
Fast Solvers and Efficient Implementations for Distance Metric Learning
Aug 5, 2008 9175 views
Nearest Hyperdisk Methods for High-Dimensional Classification
Aug 5, 2008 4301 views
Deep Learning via Semi-Supervised Embedding
Aug 5, 2008 5264 views
Kernel - Including Kernel Learning
An RKHS for Multi-View Learning and Manifold Co-Regularization
Aug 6, 2008 6211 views
Training SVM with Indefinite Kernels
Aug 6, 2008 5143 views
Localized Multiple Kernel Learning
Aug 6, 2008 7143 views
Composite Kernel Learning
Aug 6, 2008 1957 views
Robust Matching and Recognition using Context-Dependent Kernels
Aug 6, 2008 8161 views
Sequence Data
A Reproducing Kernel Hilbert Space Framework for Pairwise Time Series Distances
Aug 6, 2008 6490 views
A Distance Model for Rhythms
Aug 6, 2008 4462 views
Local Likelihood Modeling of Temporal Text Streams
Aug 7, 2008 3279 views
Sequence Kernels for Predicting Protein Essentiality
Aug 6, 2008 3662 views
Causal Modelling Combining Instantaneous and Lagged Effects: an Identifiable Mod...
Aug 6, 2008 6828 views
Boosting
Boosting with Incomplete Information
Aug 6, 2008 3611 views
Maximum Likelihood Rule Ensembles
Aug 6, 2008 5195 views
Random Classification Noise Defeats All Convex Potential Boosters
Aug 6, 2008 3604 views
Manifold Boost: Stagewise Function Approximation for Fully-, Semi- and Un-superv...
Aug 6, 2008 4528 views
Embeddings 1
ICA and ISA Using Schweizer-Wolff Measure of Dependence
Aug 7, 2008 4254 views
Uncorrelated Multilinear Principal Component Analysis through Successive Varianc...
Aug 7, 2008 15534 views
Expectation-Maximization for Sparse and Non-Negative PCA
Aug 7, 2008 6456 views
Bayesian Probabilistic Matrix Factorization using Markov Chain Monte Carlo
Aug 7, 2008 12300 views
Multiple Instance Learning and Learning with Missing Features, Categorical Features
Multiple Instance Ranking
Aug 7, 2008 3859 views
Learning to Classify with Missing and Corrupted Features
Aug 7, 2008 3771 views
Bayesian Multiple Instance Learning: Automatic Feature Selection and Inductive T...
Aug 7, 2008 5558 views
Adaptive p-Posterior Mixture-Model Kernels for Multiple Instance Learning
Aug 7, 2008 3793 views
Multi-Classification by Categorical Features via Clustering
Aug 7, 2008 5027 views
Transfer Learning and Games
Multi-Task Learning for HIV Therapy Screening
Aug 7, 2008 3886 views
No-Regret Learning in Convex Games
Aug 7, 2008 4648 views
Learning to Learn Implicit Queries from Gaze Patterns
Aug 7, 2008 3259 views
Strategy Evaluation in Extensive Games with Importance Sampling
Aug 7, 2008 4510 views
Manifold Alignment using Procrustes Analysis
Aug 7, 2008 4722 views
Hidden Markov Models
Beam Sampling for the Infinite Hidden Markov Model
Aug 29, 2008 8118 views
Modeling Interleaved Hidden Processes
Aug 29, 2008 3388 views
Inverting the Viterbi Algorithm: an Abstract Framework for Structure Design
Aug 29, 2008 4978 views
An HDP-HMM for Systems with State Persistence
Aug 29, 2008 8195 views
Optimization
On Partial Optimality in Multi-label MRFs
Aug 29, 2008 3684 views
Stopping Conditions for Exact Computation of Leave-One-Out Error in Support Vect...
Aug 29, 2008 3901 views
A Quasi-Newton Approach to Nonsmooth Convex Optimization
Aug 29, 2008 6509 views
Efficiently Solving Convex Relaxations for MAP Estimation
Aug 29, 2008 4632 views
Ranking and Classification with Sampling
Bayes Optimal Classification for Decision Trees
Aug 29, 2008 5644 views
Learning Dissimilarities by Ranking: From SDP to QP
Aug 29, 2008 3231 views
Unsupervised Rank Aggregation with Distance-Based Models
Aug 29, 2008 4631 views
Optimizing Estimated Loss Reduction for Active Sampling in Rank Learning
Aug 29, 2008 5127 views
Democratic Approximation of Lexicographic Preference Models
Aug 29, 2008 3243 views
Feature Selection and Sparsity
The GroupLASSO for Generalized Linear Models: Uniqueness of Solutions and Effici...
Aug 29, 2008 5309 views
Sparse Bayesian Nonparametric Regression
Aug 29, 2008 4835 views
Detecting Statistical Interactions with Additive Groves of Trees
Aug 29, 2008 5916 views
Bolasso: Model Consistent Lasso Estimation through the Bootstrap
Aug 29, 2008 5951 views
On the Chance Accuracies of Large Collections of Classifiers
Aug 29, 2008 3640 views
Compressed Sensing and Projections
Multi-Task Compressive Sensing with Dirichlet Process Priors
Aug 29, 2008 6295 views
Autonomous Geometric Precision Error Estimation in Low-level Computer Vision Tas...
Aug 29, 2008 4618 views
Efficient Projections onto the L1-Ball for Learning in High Dimensions
Aug 29, 2008 7795 views
Compressed Sensing and Bayesian Experimental Design
Aug 29, 2008 9670 views
Classification with Sampling, Costs
An Empirical Evaluation of Supervised Learning in High Dimensions
Aug 29, 2008 3989 views
Cost-Sensitive Multi-class Classification from Probability Estimates
Aug 29, 2008 4945 views
Empirical Bernstein Stopping
Aug 29, 2008 4210 views
Pointwise Exact Bootstrap Distributions of Cost Curves
Aug 29, 2008 4405 views
Embeddings 2
Metric Embedding for Kernel Classification Rules
Aug 29, 2008 3668 views
Closed-form Supervised Dimensionality Reduction with Generalized Linear Models
Aug 29, 2008 4753 views
Extracting and Composing Robust Features with Denoising Autoencoders
Aug 29, 2008 11491 views
Subspace-based Learning with Grassmann Kernels
Aug 29, 2008 5482 views
A Least Squares Formulation for Canonical Correlation Analysis
Aug 29, 2008 6621 views