25th International Conference on Machine Learning (ICML), Helsinki 2008
128 Videos · Jul 5, 2008
About
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/ ----
Videos
Kernels
A Generalization of Haussler's Convolution Kernel - Mapping Kernel
Jul 28, 2008 4582 views
Nu-Support Vector Machine as Conditional Value-at-Risk Minimization
Jul 28, 2008 7574 views
Nonextensive Entropic Kernels
Jul 28, 2008 3555 views
Tailoring Density Estimation via Reproducing Kernel Moment Matching
Jul 28, 2008 5024 views
Active Learning and Experimental Design
Active Kernel Learning
Jul 28, 2008 6402 views
Learning from Incomplete Data with Infinite Imputations
Jul 28, 2008 4004 views
Hierarchical sampling for active learning
Jul 28, 2008 7048 views
Actively Learning Level-Sets of Composite Functions
Jul 28, 2008 4402 views
Structured Output, ILP and Sparsity
Training Structural SVMs when Exact Inference is Intractable
Jul 28, 2008 5918 views
Laplace Maximum Margin Markov Networks
Jul 28, 2008 5455 views
Fast Estimation of Relational Pattern Coverage through Randomization and Maximum...
Jul 28, 2008 3648 views
Fast Gaussian Process Methods for Point Process Intensity Estimation
Aug 7, 2008 5117 views
Discriminative Structure and Parameter Learning for Markov Logic Networks
Jul 28, 2008 4342 views
Accurate Max-margin Training for Structured Output Spaces
Jul 28, 2008 5048 views
Gaussian Processes
Topologically-Constrained Latent Variable Models
Jul 29, 2008 11448 views
Bi-Level Path Following for Cross Validated Solution of Kernel Quantile Regressi...
Jul 29, 2008 4084 views
Gaussian Process Product Models for Nonparametric Nonstationarity
Jul 29, 2008 6486 views
Sparse Multiscale Gaussian Process Regression
Jul 29, 2008 5528 views
Discriminative vs Generative, and Energy-Based Learning
Classification using Discriminative Restricted Boltzmann Machines
Aug 7, 2008 10587 views
On the Quantitative Analysis of Deep Belief Networks
Jul 29, 2008 6808 views
Discriminative Parameter Learning for Bayesian Networks
Jul 29, 2008 4988 views
Training Restricted Boltzmann Machines using Approximations to the Likelihood Gr...
Jul 29, 2008 12132 views
Topic Models
Dirichlet Component Analysis: Feature Extraction for Compositional Data
Jul 29, 2008 4952 views
A New Admixture Model for Inference of Population Structure in Light of Both Gen...
Jul 29, 2008 5006 views
Memory Bounded Inference in Topic Models
Jul 29, 2008 3693 views
Nonnegative Matrix Factorization via Rank-One Downdate
Jul 29, 2008 8187 views
NLP
Learning to Sportscast: A Test of Grounded Language Acquisition
Jul 30, 2008 5318 views
A Unified Architecture for Natural Language Processing: Deep Neural Networks wit...
Jul 30, 2008 13723 views
Structure Compilation: Trading Structure for Features
Jul 30, 2008 4144 views
Fully Distributed EM for Very Large Datasets
Jul 30, 2008 3608 views
Graphs
The Skew Spectrum of Graphs
Aug 7, 2008 5642 views
Message-passing for Graph-structured Linear Programs
Aug 1, 2008 4683 views
Fast Incremental Proximity Search in Large Graphs
Aug 1, 2008 5470 views
Graph Kernels Between Point Clouds
Aug 1, 2008 4590 views
Mixture Models, Dirichlet Processes
Statistical Models for Partial Membership
Aug 1, 2008 4663 views
The Dynamic Hierarchical Dirichlet Process
Aug 1, 2008 563 views
Data Spectroscopy: Learning Mixture Models using Eigenspaces of Convolution Oper...
Aug 1, 2008 5423 views
Hierarchical Kernel Stick-Breaking Process for Multi-Task Image Analysis
Aug 1, 2008 5610 views
Semi-supervised Learning - Embeddings and Transduction
Graph Transduction via Alternating Minimization
Aug 1, 2008 5192 views
On Multi-View Active Learning and the Combination with Semi-Supervised Learning
Aug 1, 2008 5691 views
Large Scale Manifold Transduction
Aug 1, 2008 4243 views
Semi-supervised Learning of Compact Document Representations with Deep Networks
Aug 1, 2008 4568 views
Stability of Transductive Regression Algorithms
Aug 1, 2008 3478 views
Semi-supervised Clustering and Classification
Pairwise Constraint Propagation by Semidefinite Programming for Semi-Supervised ...
Aug 4, 2008 4070 views
The Asymptotics of Semi-Supervised Learning in Discriminative Probabilistic Mode...
Aug 4, 2008 3919 views
Estimating Labels from Label Proportions
Aug 4, 2008 4237 views
Self-taught Clustering
Aug 4, 2008 6716 views
Spectral Clustering with Inconsistent Advice
Aug 4, 2008 3964 views
Ranking and IR
Listwise Approach to Learning to Rank - Theory and Algorithm
Aug 4, 2008 9660 views
Learning Diverse Rankings with Multi-Armed Bandits
Aug 6, 2008 4901 views
Predicting Diverse Subsets Using Structural SVMs
Aug 4, 2008 6259 views
Rank Minimization via Online Learning
Aug 4, 2008 4758 views
Query-Level Stability and Generalization in Learning to Rank
Aug 4, 2008 4254 views
Online Learning
The Projectron: a Bounded Kernel-Based Perceptron
Aug 4, 2008 4968 views
Efficient Bandit Algorithms for Online Multiclass Prediction
Aug 4, 2008 4406 views
Confidence-Weighted Linear Classification
Aug 4, 2008 6554 views
Kernels - Including Scalability
Polyhedral Classifier for Target Detection A Case Study
Aug 5, 2008 3217 views
A Dual Coordinate Descent Method for Large-scale Linear SVM
Aug 5, 2008 6652 views
Fast Support Vector Machine Training and Classification on Graphics Processors
Aug 5, 2008 9926 views
Optimized Cutting Plane Algorithm for Support Vector Machines
Aug 5, 2008 5713 views
Improved Nystrom Low-Rank Approximation and Error Analysis
Aug 5, 2008 5695 views
Clustering
A Rate-Distortion One-Class Model and its Applications to Clustering
Aug 5, 2008 5917 views
Efficient MultiClass Maximum Margin Clustering
Aug 5, 2008 4850 views
Estimating Local Optimums in EM Algorithm over Gaussian Mixture Model
Aug 5, 2008 8183 views
A Decoupled Approach to Exemplar-based Unsupervised Learning
Aug 5, 2008 3321 views
Distance Learning and Efficient Use
Fast Nearest Neighbor Retrieval for Bregman Divergences
Aug 5, 2008 4970 views
Fast Solvers and Efficient Implementations for Distance Metric Learning
Aug 5, 2008 9164 views
Nearest Hyperdisk Methods for High-Dimensional Classification
Aug 5, 2008 4297 views
Deep Learning via Semi-Supervised Embedding
Aug 5, 2008 5258 views
Kernel - Including Kernel Learning
An RKHS for Multi-View Learning and Manifold Co-Regularization
Aug 6, 2008 6204 views
Training SVM with Indefinite Kernels
Aug 6, 2008 5119 views
Localized Multiple Kernel Learning
Aug 6, 2008 7138 views
Composite Kernel Learning
Aug 6, 2008 1957 views
Robust Matching and Recognition using Context-Dependent Kernels
Aug 6, 2008 8157 views
Sequence Data
A Reproducing Kernel Hilbert Space Framework for Pairwise Time Series Distances
Aug 6, 2008 6484 views
A Distance Model for Rhythms
Aug 6, 2008 4456 views
Local Likelihood Modeling of Temporal Text Streams
Aug 7, 2008 3273 views
Sequence Kernels for Predicting Protein Essentiality
Aug 6, 2008 3659 views
Causal Modelling Combining Instantaneous and Lagged Effects: an Identifiable Mod...
Aug 6, 2008 6813 views
Boosting
Boosting with Incomplete Information
Aug 6, 2008 3605 views
Maximum Likelihood Rule Ensembles
Aug 6, 2008 5186 views
Random Classification Noise Defeats All Convex Potential Boosters
Aug 6, 2008 3590 views
Manifold Boost: Stagewise Function Approximation for Fully-, Semi- and Un-superv...
Aug 6, 2008 4524 views
Embeddings 1
ICA and ISA Using Schweizer-Wolff Measure of Dependence
Aug 7, 2008 4247 views
Uncorrelated Multilinear Principal Component Analysis through Successive Varianc...
Aug 7, 2008 15525 views
Expectation-Maximization for Sparse and Non-Negative PCA
Aug 7, 2008 6449 views
Bayesian Probabilistic Matrix Factorization using Markov Chain Monte Carlo
Aug 7, 2008 12295 views
Multiple Instance Learning and Learning with Missing Features, Categorical Features
Multiple Instance Ranking
Aug 7, 2008 3853 views
Learning to Classify with Missing and Corrupted Features
Aug 7, 2008 3735 views
Bayesian Multiple Instance Learning: Automatic Feature Selection and Inductive T...
Aug 7, 2008 5551 views
Adaptive p-Posterior Mixture-Model Kernels for Multiple Instance Learning
Aug 7, 2008 3785 views
Multi-Classification by Categorical Features via Clustering
Aug 7, 2008 5022 views
Transfer Learning and Games
Multi-Task Learning for HIV Therapy Screening
Aug 7, 2008 3880 views
No-Regret Learning in Convex Games
Aug 7, 2008 4642 views
Learning to Learn Implicit Queries from Gaze Patterns
Aug 7, 2008 3254 views
Strategy Evaluation in Extensive Games with Importance Sampling
Aug 7, 2008 4498 views
Manifold Alignment using Procrustes Analysis
Aug 7, 2008 4710 views
Hidden Markov Models
Beam Sampling for the Infinite Hidden Markov Model
Aug 29, 2008 8114 views
Modeling Interleaved Hidden Processes
Aug 29, 2008 3380 views
Inverting the Viterbi Algorithm: an Abstract Framework for Structure Design
Aug 29, 2008 4969 views
An HDP-HMM for Systems with State Persistence
Aug 29, 2008 8186 views
Optimization
On Partial Optimality in Multi-label MRFs
Aug 29, 2008 3675 views
Stopping Conditions for Exact Computation of Leave-One-Out Error in Support Vect...
Aug 29, 2008 3897 views
A Quasi-Newton Approach to Nonsmooth Convex Optimization
Aug 29, 2008 6503 views
Efficiently Solving Convex Relaxations for MAP Estimation
Aug 29, 2008 4625 views
Ranking and Classification with Sampling
Bayes Optimal Classification for Decision Trees
Aug 29, 2008 5625 views
Learning Dissimilarities by Ranking: From SDP to QP
Aug 29, 2008 3221 views
Unsupervised Rank Aggregation with Distance-Based Models
Aug 29, 2008 4626 views
Optimizing Estimated Loss Reduction for Active Sampling in Rank Learning
Aug 29, 2008 5104 views
Democratic Approximation of Lexicographic Preference Models
Aug 29, 2008 3235 views
Feature Selection and Sparsity
The GroupLASSO for Generalized Linear Models: Uniqueness of Solutions and Effici...
Aug 29, 2008 5301 views
Sparse Bayesian Nonparametric Regression
Aug 29, 2008 4830 views
Detecting Statistical Interactions with Additive Groves of Trees
Aug 29, 2008 5912 views
Bolasso: Model Consistent Lasso Estimation through the Bootstrap
Aug 29, 2008 5947 views
On the Chance Accuracies of Large Collections of Classifiers
Aug 29, 2008 3632 views
Compressed Sensing and Projections
Multi-Task Compressive Sensing with Dirichlet Process Priors
Aug 29, 2008 6290 views
Autonomous Geometric Precision Error Estimation in Low-level Computer Vision Tas...
Aug 29, 2008 4603 views
Efficient Projections onto the L1-Ball for Learning in High Dimensions
Aug 29, 2008 7784 views
Compressed Sensing and Bayesian Experimental Design
Aug 29, 2008 9664 views
Classification with Sampling, Costs
An Empirical Evaluation of Supervised Learning in High Dimensions
Aug 29, 2008 3983 views
Cost-Sensitive Multi-class Classification from Probability Estimates
Aug 29, 2008 4936 views
Empirical Bernstein Stopping
Aug 29, 2008 4200 views
Pointwise Exact Bootstrap Distributions of Cost Curves
Aug 29, 2008 4401 views
Embeddings 2
Metric Embedding for Kernel Classification Rules
Aug 29, 2008 3662 views
Closed-form Supervised Dimensionality Reduction with Generalized Linear Models
Aug 29, 2008 4745 views
Extracting and Composing Robust Features with Denoising Autoencoders
Aug 29, 2008 11484 views
Subspace-based Learning with Grassmann Kernels
Aug 29, 2008 5477 views
A Least Squares Formulation for Canonical Correlation Analysis
Aug 29, 2008 6615 views