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 7577 views
Nonextensive Entropic Kernels
Jul 28, 2008 3557 views
Tailoring Density Estimation via Reproducing Kernel Moment Matching
Jul 28, 2008 5030 views
Active Learning and Experimental Design
Active Kernel Learning
Jul 28, 2008 6408 views
Learning from Incomplete Data with Infinite Imputations
Jul 28, 2008 4008 views
Hierarchical sampling for active learning
Jul 28, 2008 7053 views
Actively Learning Level-Sets of Composite Functions
Jul 28, 2008 4406 views
Structured Output, ILP and Sparsity
Training Structural SVMs when Exact Inference is Intractable
Jul 28, 2008 5921 views
Laplace Maximum Margin Markov Networks
Jul 28, 2008 5457 views
Fast Estimation of Relational Pattern Coverage through Randomization and Maximum...
Jul 28, 2008 3652 views
Fast Gaussian Process Methods for Point Process Intensity Estimation
Aug 7, 2008 5125 views
Discriminative Structure and Parameter Learning for Markov Logic Networks
Jul 28, 2008 4347 views
Accurate Max-margin Training for Structured Output Spaces
Jul 28, 2008 5054 views
Gaussian Processes
Topologically-Constrained Latent Variable Models
Jul 29, 2008 11452 views
Bi-Level Path Following for Cross Validated Solution of Kernel Quantile Regressi...
Jul 29, 2008 4088 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 10591 views
On the Quantitative Analysis of Deep Belief Networks
Jul 29, 2008 6811 views
Discriminative Parameter Learning for Bayesian Networks
Jul 29, 2008 4991 views
Training Restricted Boltzmann Machines using Approximations to the Likelihood Gr...
Jul 29, 2008 12143 views
Topic Models
Dirichlet Component Analysis: Feature Extraction for Compositional Data
Jul 29, 2008 4957 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 3699 views
Nonnegative Matrix Factorization via Rank-One Downdate
Jul 29, 2008 8192 views
NLP
Learning to Sportscast: A Test of Grounded Language Acquisition
Jul 30, 2008 5322 views
A Unified Architecture for Natural Language Processing: Deep Neural Networks wit...
Jul 30, 2008 13729 views
Structure Compilation: Trading Structure for Features
Jul 30, 2008 4149 views
Fully Distributed EM for Very Large Datasets
Jul 30, 2008 3613 views
Graphs
The Skew Spectrum of Graphs
Aug 7, 2008 5645 views
Message-passing for Graph-structured Linear Programs
Aug 1, 2008 4687 views
Fast Incremental Proximity Search in Large Graphs
Aug 1, 2008 5474 views
Graph Kernels Between Point Clouds
Aug 1, 2008 4592 views
Mixture Models, Dirichlet Processes
Statistical Models for Partial Membership
Aug 1, 2008 4668 views
The Dynamic Hierarchical Dirichlet Process
Aug 1, 2008 563 views
Data Spectroscopy: Learning Mixture Models using Eigenspaces of Convolution Oper...
Aug 1, 2008 5427 views
Hierarchical Kernel Stick-Breaking Process for Multi-Task Image Analysis
Aug 1, 2008 5614 views
Semi-supervised Learning - Embeddings and Transduction
Graph Transduction via Alternating Minimization
Aug 1, 2008 5196 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 4248 views
Semi-supervised Learning of Compact Document Representations with Deep Networks
Aug 1, 2008 4571 views
Stability of Transductive Regression Algorithms
Aug 1, 2008 3482 views
Semi-supervised Clustering and Classification
Pairwise Constraint Propagation by Semidefinite Programming for Semi-Supervised ...
Aug 4, 2008 4079 views
The Asymptotics of Semi-Supervised Learning in Discriminative Probabilistic Mode...
Aug 4, 2008 3925 views
Estimating Labels from Label Proportions
Aug 4, 2008 4240 views
Self-taught Clustering
Aug 4, 2008 6726 views
Spectral Clustering with Inconsistent Advice
Aug 4, 2008 3969 views
Ranking and IR
Listwise Approach to Learning to Rank - Theory and Algorithm
Aug 4, 2008 9664 views
Learning Diverse Rankings with Multi-Armed Bandits
Aug 6, 2008 4908 views
Predicting Diverse Subsets Using Structural SVMs
Aug 4, 2008 6263 views
Rank Minimization via Online Learning
Aug 4, 2008 4764 views
Query-Level Stability and Generalization in Learning to Rank
Aug 4, 2008 4258 views
Online Learning
The Projectron: a Bounded Kernel-Based Perceptron
Aug 4, 2008 4972 views
Efficient Bandit Algorithms for Online Multiclass Prediction
Aug 4, 2008 4410 views
Confidence-Weighted Linear Classification
Aug 4, 2008 6559 views
Kernels - Including Scalability
Polyhedral Classifier for Target Detection A Case Study
Aug 5, 2008 3221 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 9928 views
Optimized Cutting Plane Algorithm for Support Vector Machines
Aug 5, 2008 5719 views
Improved Nystrom Low-Rank Approximation and Error Analysis
Aug 5, 2008 5701 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 4854 views
Estimating Local Optimums in EM Algorithm over Gaussian Mixture Model
Aug 5, 2008 8192 views
A Decoupled Approach to Exemplar-based Unsupervised Learning
Aug 5, 2008 3324 views
Distance Learning and Efficient Use
Fast Nearest Neighbor Retrieval for Bregman Divergences
Aug 5, 2008 4974 views
Fast Solvers and Efficient Implementations for Distance Metric Learning
Aug 5, 2008 9173 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 6210 views
Training SVM with Indefinite Kernels
Aug 6, 2008 5129 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 8160 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 4461 views
Local Likelihood Modeling of Temporal Text Streams
Aug 7, 2008 3275 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 6822 views
Boosting
Boosting with Incomplete Information
Aug 6, 2008 3610 views
Maximum Likelihood Rule Ensembles
Aug 6, 2008 5193 views
Random Classification Noise Defeats All Convex Potential Boosters
Aug 6, 2008 3601 views
Manifold Boost: Stagewise Function Approximation for Fully-, Semi- and Un-superv...
Aug 6, 2008 4527 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 15530 views
Expectation-Maximization for Sparse and Non-Negative PCA
Aug 7, 2008 6454 views
Bayesian Probabilistic Matrix Factorization using Markov Chain Monte Carlo
Aug 7, 2008 12298 views
Multiple Instance Learning and Learning with Missing Features, Categorical Features
Multiple Instance Ranking
Aug 7, 2008 3857 views
Learning to Classify with Missing and Corrupted Features
Aug 7, 2008 3757 views
Bayesian Multiple Instance Learning: Automatic Feature Selection and Inductive T...
Aug 7, 2008 5556 views
Adaptive p-Posterior Mixture-Model Kernels for Multiple Instance Learning
Aug 7, 2008 3792 views
Multi-Classification by Categorical Features via Clustering
Aug 7, 2008 5025 views
Transfer Learning and Games
Multi-Task Learning for HIV Therapy Screening
Aug 7, 2008 3884 views
No-Regret Learning in Convex Games
Aug 7, 2008 4646 views
Learning to Learn Implicit Queries from Gaze Patterns
Aug 7, 2008 3258 views
Strategy Evaluation in Extensive Games with Importance Sampling
Aug 7, 2008 4507 views
Manifold Alignment using Procrustes Analysis
Aug 7, 2008 4721 views
Hidden Markov Models
Beam Sampling for the Infinite Hidden Markov Model
Aug 29, 2008 8118 views
Modeling Interleaved Hidden Processes
Aug 29, 2008 3385 views
Inverting the Viterbi Algorithm: an Abstract Framework for Structure Design
Aug 29, 2008 4976 views
An HDP-HMM for Systems with State Persistence
Aug 29, 2008 8193 views
Optimization
On Partial Optimality in Multi-label MRFs
Aug 29, 2008 3680 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 6507 views
Efficiently Solving Convex Relaxations for MAP Estimation
Aug 29, 2008 4631 views
Ranking and Classification with Sampling
Bayes Optimal Classification for Decision Trees
Aug 29, 2008 5631 views
Learning Dissimilarities by Ranking: From SDP to QP
Aug 29, 2008 3228 views
Unsupervised Rank Aggregation with Distance-Based Models
Aug 29, 2008 4630 views
Optimizing Estimated Loss Reduction for Active Sampling in Rank Learning
Aug 29, 2008 5116 views
Democratic Approximation of Lexicographic Preference Models
Aug 29, 2008 3239 views
Feature Selection and Sparsity
The GroupLASSO for Generalized Linear Models: Uniqueness of Solutions and Effici...
Aug 29, 2008 5308 views
Sparse Bayesian Nonparametric Regression
Aug 29, 2008 4834 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 5949 views
On the Chance Accuracies of Large Collections of Classifiers
Aug 29, 2008 3638 views
Compressed Sensing and Projections
Multi-Task Compressive Sensing with Dirichlet Process Priors
Aug 29, 2008 6294 views
Autonomous Geometric Precision Error Estimation in Low-level Computer Vision Tas...
Aug 29, 2008 4614 views
Efficient Projections onto the L1-Ball for Learning in High Dimensions
Aug 29, 2008 7790 views
Compressed Sensing and Bayesian Experimental Design
Aug 29, 2008 9668 views
Classification with Sampling, Costs
An Empirical Evaluation of Supervised Learning in High Dimensions
Aug 29, 2008 3988 views
Cost-Sensitive Multi-class Classification from Probability Estimates
Aug 29, 2008 4941 views
Empirical Bernstein Stopping
Aug 29, 2008 4206 views
Pointwise Exact Bootstrap Distributions of Cost Curves
Aug 29, 2008 4404 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 4751 views
Extracting and Composing Robust Features with Denoising Autoencoders
Aug 29, 2008 11488 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