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
·
4578 views
Nu-Support Vector Machine as Conditional Value-at-Risk Minimization
Jul 28, 2008
·
7561 views
Nonextensive Entropic Kernels
Jul 28, 2008
·
3550 views
Tailoring Density Estimation via Reproducing Kernel Moment Matching
Jul 28, 2008
·
5011 views
Active Learning and Experimental Design
Active Kernel Learning
Jul 28, 2008
·
6395 views
Learning from Incomplete Data with Infinite Imputations
Jul 28, 2008
·
3996 views
Hierarchical sampling for active learning
Jul 28, 2008
·
7039 views
Actively Learning Level-Sets of Composite Functions
Jul 28, 2008
·
4394 views
Structured Output, ILP and Sparsity
Training Structural SVMs when Exact Inference is Intractable
Jul 28, 2008
·
5911 views
Laplace Maximum Margin Markov Networks
Jul 28, 2008
·
5444 views
Fast Estimation of Relational Pattern Coverage through Randomization and Maximum...
Jul 28, 2008
·
3642 views
Fast Gaussian Process Methods for Point Process Intensity Estimation
Aug 7, 2008
·
5077 views
Discriminative Structure and Parameter Learning for Markov Logic Networks
Jul 28, 2008
·
4338 views
Accurate Max-margin Training for Structured Output Spaces
Jul 28, 2008
·
5036 views
Gaussian Processes
Topologically-Constrained Latent Variable Models
Jul 29, 2008
·
11424 views
Bi-Level Path Following for Cross Validated Solution of Kernel Quantile Regressi...
Jul 29, 2008
·
4075 views
Gaussian Process Product Models for Nonparametric Nonstationarity
Jul 29, 2008
·
6472 views
Sparse Multiscale Gaussian Process Regression
Jul 29, 2008
·
5516 views
Discriminative vs Generative, and Energy-Based Learning
Classification using Discriminative Restricted Boltzmann Machines
Aug 7, 2008
·
10579 views
On the Quantitative Analysis of Deep Belief Networks
Jul 29, 2008
·
6793 views
Discriminative Parameter Learning for Bayesian Networks
Jul 29, 2008
·
4980 views
Training Restricted Boltzmann Machines using Approximations to the Likelihood Gr...
Jul 29, 2008
·
12108 views
Topic Models
Dirichlet Component Analysis: Feature Extraction for Compositional Data
Jul 29, 2008
·
4941 views
A New Admixture Model for Inference of Population Structure in Light of Both Gen...
Jul 29, 2008
·
4999 views
Memory Bounded Inference in Topic Models
Jul 29, 2008
·
3680 views
Nonnegative Matrix Factorization via Rank-One Downdate
Jul 29, 2008
·
8177 views
NLP
Learning to Sportscast: A Test of Grounded Language Acquisition
Jul 30, 2008
·
5300 views
A Unified Architecture for Natural Language Processing: Deep Neural Networks wit...
Jul 30, 2008
·
13703 views
Structure Compilation: Trading Structure for Features
Jul 30, 2008
·
4126 views
Fully Distributed EM for Very Large Datasets
Jul 30, 2008
·
3603 views
Graphs
The Skew Spectrum of Graphs
Aug 7, 2008
·
5631 views
Message-passing for Graph-structured Linear Programs
Aug 1, 2008
·
4676 views
Fast Incremental Proximity Search in Large Graphs
Aug 1, 2008
·
5459 views
Graph Kernels Between Point Clouds
Aug 1, 2008
·
4581 views
Mixture Models, Dirichlet Processes
Statistical Models for Partial Membership
Aug 1, 2008
·
4653 views
The Dynamic Hierarchical Dirichlet Process
Aug 1, 2008
·
563 views
Data Spectroscopy: Learning Mixture Models using Eigenspaces of Convolution Oper...
Aug 1, 2008
·
5410 views
Hierarchical Kernel Stick-Breaking Process for Multi-Task Image Analysis
Aug 1, 2008
·
5598 views
Semi-supervised Learning - Embeddings and Transduction
Graph Transduction via Alternating Minimization
Aug 1, 2008
·
5179 views
On Multi-View Active Learning and the Combination with Semi-Supervised Learning
Aug 1, 2008
·
5680 views
Large Scale Manifold Transduction
Aug 1, 2008
·
4236 views
Semi-supervised Learning of Compact Document Representations with Deep Networks
Aug 1, 2008
·
4555 views
Stability of Transductive Regression Algorithms
Aug 1, 2008
·
3466 views
Semi-supervised Clustering and Classification
Pairwise Constraint Propagation by Semidefinite Programming for Semi-Supervised ...
Aug 4, 2008
·
4061 views
The Asymptotics of Semi-Supervised Learning in Discriminative Probabilistic Mode...
Aug 4, 2008
·
3910 views
Estimating Labels from Label Proportions
Aug 4, 2008
·
4231 views
Self-taught Clustering
Aug 4, 2008
·
6706 views
Spectral Clustering with Inconsistent Advice
Aug 4, 2008
·
3958 views
Ranking and IR
Listwise Approach to Learning to Rank - Theory and Algorithm
Aug 4, 2008
·
9646 views
Learning Diverse Rankings with Multi-Armed Bandits
Aug 6, 2008
·
4891 views
Predicting Diverse Subsets Using Structural SVMs
Aug 4, 2008
·
6245 views
Rank Minimization via Online Learning
Aug 4, 2008
·
4747 views
Query-Level Stability and Generalization in Learning to Rank
Aug 4, 2008
·
4243 views
Online Learning
The Projectron: a Bounded Kernel-Based Perceptron
Aug 4, 2008
·
4959 views
Efficient Bandit Algorithms for Online Multiclass Prediction
Aug 4, 2008
·
4395 views
Confidence-Weighted Linear Classification
Aug 4, 2008
·
6539 views
Kernels - Including Scalability
Polyhedral Classifier for Target Detection A Case Study
Aug 5, 2008
·
3211 views
A Dual Coordinate Descent Method for Large-scale Linear SVM
Aug 5, 2008
·
6639 views
Fast Support Vector Machine Training and Classification on Graphics Processors
Aug 5, 2008
·
9915 views
Optimized Cutting Plane Algorithm for Support Vector Machines
Aug 5, 2008
·
5706 views
Improved Nystrom Low-Rank Approximation and Error Analysis
Aug 5, 2008
·
5682 views
Clustering
A Rate-Distortion One-Class Model and its Applications to Clustering
Aug 5, 2008
·
5908 views
Efficient MultiClass Maximum Margin Clustering
Aug 5, 2008
·
4838 views
Estimating Local Optimums in EM Algorithm over Gaussian Mixture Model
Aug 5, 2008
·
8174 views
A Decoupled Approach to Exemplar-based Unsupervised Learning
Aug 5, 2008
·
3312 views
Distance Learning and Efficient Use
Fast Nearest Neighbor Retrieval for Bregman Divergences
Aug 5, 2008
·
4958 views
Fast Solvers and Efficient Implementations for Distance Metric Learning
Aug 5, 2008
·
9144 views
Nearest Hyperdisk Methods for High-Dimensional Classification
Aug 5, 2008
·
4294 views
Deep Learning via Semi-Supervised Embedding
Aug 5, 2008
·
5247 views
Kernel - Including Kernel Learning
An RKHS for Multi-View Learning and Manifold Co-Regularization
Aug 6, 2008
·
6189 views
Training SVM with Indefinite Kernels
Aug 6, 2008
·
5114 views
Localized Multiple Kernel Learning
Aug 6, 2008
·
7133 views
Composite Kernel Learning
Aug 6, 2008
·
1957 views
Robust Matching and Recognition using Context-Dependent Kernels
Aug 6, 2008
·
8147 views
Sequence Data
A Reproducing Kernel Hilbert Space Framework for Pairwise Time Series Distances
Aug 6, 2008
·
6478 views
A Distance Model for Rhythms
Aug 6, 2008
·
4446 views
Local Likelihood Modeling of Temporal Text Streams
Aug 7, 2008
·
3264 views
Sequence Kernels for Predicting Protein Essentiality
Aug 6, 2008
·
3654 views
Causal Modelling Combining Instantaneous and Lagged Effects: an Identifiable Mod...
Aug 6, 2008
·
6796 views
Boosting
Boosting with Incomplete Information
Aug 6, 2008
·
3593 views
Maximum Likelihood Rule Ensembles
Aug 6, 2008
·
5175 views
Random Classification Noise Defeats All Convex Potential Boosters
Aug 6, 2008
·
3584 views
Manifold Boost: Stagewise Function Approximation for Fully-, Semi- and Un-superv...
Aug 6, 2008
·
4514 views
Embeddings 1
ICA and ISA Using Schweizer-Wolff Measure of Dependence
Aug 7, 2008
·
4240 views
Uncorrelated Multilinear Principal Component Analysis through Successive Varianc...
Aug 7, 2008
·
15502 views
Expectation-Maximization for Sparse and Non-Negative PCA
Aug 7, 2008
·
6437 views
Bayesian Probabilistic Matrix Factorization using Markov Chain Monte Carlo
Aug 7, 2008
·
12277 views
Multiple Instance Learning and Learning with Missing Features, Categorical Features
Multiple Instance Ranking
Aug 7, 2008
·
3846 views
Learning to Classify with Missing and Corrupted Features
Aug 7, 2008
·
3728 views
Bayesian Multiple Instance Learning: Automatic Feature Selection and Inductive T...
Aug 7, 2008
·
5541 views
Adaptive p-Posterior Mixture-Model Kernels for Multiple Instance Learning
Aug 7, 2008
·
3778 views
Multi-Classification by Categorical Features via Clustering
Aug 7, 2008
·
5017 views
Transfer Learning and Games
Multi-Task Learning for HIV Therapy Screening
Aug 7, 2008
·
3866 views
No-Regret Learning in Convex Games
Aug 7, 2008
·
4635 views
Learning to Learn Implicit Queries from Gaze Patterns
Aug 7, 2008
·
3241 views
Strategy Evaluation in Extensive Games with Importance Sampling
Aug 7, 2008
·
4483 views
Manifold Alignment using Procrustes Analysis
Aug 7, 2008
·
4697 views
Hidden Markov Models
Beam Sampling for the Infinite Hidden Markov Model
Aug 29, 2008
·
8103 views
Modeling Interleaved Hidden Processes
Aug 29, 2008
·
3368 views
Inverting the Viterbi Algorithm: an Abstract Framework for Structure Design
Aug 29, 2008
·
4959 views
An HDP-HMM for Systems with State Persistence
Aug 29, 2008
·
8174 views
Optimization
On Partial Optimality in Multi-label MRFs
Aug 29, 2008
·
3665 views
Stopping Conditions for Exact Computation of Leave-One-Out Error in Support Vect...
Aug 29, 2008
·
3890 views
A Quasi-Newton Approach to Nonsmooth Convex Optimization
Aug 29, 2008
·
6485 views
Efficiently Solving Convex Relaxations for MAP Estimation
Aug 29, 2008
·
4616 views
Ranking and Classification with Sampling
Bayes Optimal Classification for Decision Trees
Aug 29, 2008
·
5619 views
Learning Dissimilarities by Ranking: From SDP to QP
Aug 29, 2008
·
3217 views
Unsupervised Rank Aggregation with Distance-Based Models
Aug 29, 2008
·
4571 views
Optimizing Estimated Loss Reduction for Active Sampling in Rank Learning
Aug 29, 2008
·
5093 views
Democratic Approximation of Lexicographic Preference Models
Aug 29, 2008
·
3225 views
Feature Selection and Sparsity
The GroupLASSO for Generalized Linear Models: Uniqueness of Solutions and Effici...
Aug 29, 2008
·
5294 views
Sparse Bayesian Nonparametric Regression
Aug 29, 2008
·
4823 views
Detecting Statistical Interactions with Additive Groves of Trees
Aug 29, 2008
·
5902 views
Bolasso: Model Consistent Lasso Estimation through the Bootstrap
Aug 29, 2008
·
5940 views
On the Chance Accuracies of Large Collections of Classifiers
Aug 29, 2008
·
3624 views
Compressed Sensing and Projections
Multi-Task Compressive Sensing with Dirichlet Process Priors
Aug 29, 2008
·
6282 views
Autonomous Geometric Precision Error Estimation in Low-level Computer Vision Tas...
Aug 29, 2008
·
4592 views
Efficient Projections onto the L1-Ball for Learning in High Dimensions
Aug 29, 2008
·
7752 views
Compressed Sensing and Bayesian Experimental Design
Aug 29, 2008
·
9655 views
Classification with Sampling, Costs
An Empirical Evaluation of Supervised Learning in High Dimensions
Aug 29, 2008
·
3975 views
Cost-Sensitive Multi-class Classification from Probability Estimates
Aug 29, 2008
·
4927 views
Empirical Bernstein Stopping
Aug 29, 2008
·
4188 views
Pointwise Exact Bootstrap Distributions of Cost Curves
Aug 29, 2008
·
4396 views
Embeddings 2
Metric Embedding for Kernel Classification Rules
Aug 29, 2008
·
3651 views
Closed-form Supervised Dimensionality Reduction with Generalized Linear Models
Aug 29, 2008
·
4734 views
Extracting and Composing Robust Features with Denoising Autoencoders
Aug 29, 2008
·
11457 views
Subspace-based Learning with Grassmann Kernels
Aug 29, 2008
·
5466 views
A Least Squares Formulation for Canonical Correlation Analysis
Aug 29, 2008
·
6600 views