25th International Conference on Machine Learning (ICML), Helsinki 2008
126 Lectures ยท 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/ ----
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Uploaded videos:
Kernels
Tailoring Density Estimation via Reproducing Kernel Moment Matching
Jul 28, 2008
ยท
4997 Views
Nonextensive Entropic Kernels
Jul 28, 2008
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3539 Views
Nu-Support Vector Machine as Conditional Value-at-Risk Minimization
Jul 28, 2008
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7546 Views
A Generalization of Haussler's Convolution Kernel - Mapping Kernel
Jul 28, 2008
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4566 Views
Active Learning and Experimental Design
Hierarchical sampling for active learning
Jul 28, 2008
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7021 Views
Active Kernel Learning
Jul 28, 2008
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6387 Views
Actively Learning Level-Sets of Composite Functions
Jul 28, 2008
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4381 Views
Learning from Incomplete Data with Infinite Imputations
Jul 28, 2008
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3986 Views
Structured Output, ILP and Sparsity
Accurate Max-margin Training for Structured Output Spaces
Jul 28, 2008
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5021 Views
Training Structural SVMs when Exact Inference is Intractable
Jul 28, 2008
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5903 Views
Discriminative Structure and Parameter Learning for Markov Logic Networks
Jul 28, 2008
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4330 Views
Laplace Maximum Margin Markov Networks
Jul 28, 2008
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5432 Views
Fast Estimation of Relational Pattern Coverage through Randomization and Maximum...
Jul 28, 2008
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3635 Views
Fast Gaussian Process Methods for Point Process Intensity Estimation
Aug 07, 2008
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5056 Views
Gaussian Processes
Gaussian Process Product Models for Nonparametric Nonstationarity
Jul 29, 2008
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6453 Views
Sparse Multiscale Gaussian Process Regression
Jul 29, 2008
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5503 Views
Topologically-Constrained Latent Variable Models
Jul 29, 2008
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11370 Views
Bi-Level Path Following for Cross Validated Solution of Kernel Quantile Regressi...
Jul 29, 2008
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4063 Views
Discriminative vs Generative, and Energy-Based Learning
Discriminative Parameter Learning for Bayesian Networks
Jul 29, 2008
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4971 Views
On the Quantitative Analysis of Deep Belief Networks
Jul 29, 2008
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6780 Views
Training Restricted Boltzmann Machines using Approximations to the Likelihood Gr...
Jul 29, 2008
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12090 Views
Classification using Discriminative Restricted Boltzmann Machines
Aug 07, 2008
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10556 Views
Topic Models
A New Admixture Model for Inference of Population Structure in Light of Both Gen...
Jul 29, 2008
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4991 Views
Memory Bounded Inference in Topic Models
Jul 29, 2008
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3663 Views
Nonnegative Matrix Factorization via Rank-One Downdate
Jul 29, 2008
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8171 Views
Dirichlet Component Analysis: Feature Extraction for Compositional Data
Jul 29, 2008
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4934 Views
NLP
Learning to Sportscast: A Test of Grounded Language Acquisition
Jul 30, 2008
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5266 Views
A Unified Architecture for Natural Language Processing: Deep Neural Networks wit...
Jul 30, 2008
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13668 Views
Fully Distributed EM for Very Large Datasets
Jul 30, 2008
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3587 Views
Structure Compilation: Trading Structure for Features
Jul 30, 2008
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4110 Views
Graphs
Graph Kernels Between Point Clouds
Aug 01, 2008
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4575 Views
Message-passing for Graph-structured Linear Programs
Aug 01, 2008
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4669 Views
Fast Incremental Proximity Search in Large Graphs
Aug 01, 2008
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5446 Views
The Skew Spectrum of Graphs
Aug 07, 2008
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5616 Views
Mixture Models, Dirichlet Processes
Statistical Models for Partial Membership
Aug 01, 2008
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4646 Views
Hierarchical Kernel Stick-Breaking Process for Multi-Task Image Analysis
Aug 01, 2008
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5588 Views
Data Spectroscopy: Learning Mixture Models using Eigenspaces of Convolution Oper...
Aug 01, 2008
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5395 Views
Semi-supervised Learning - Embeddings and Transduction
Semi-supervised Learning of Compact Document Representations with Deep Networks
Aug 01, 2008
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4546 Views
Large Scale Manifold Transduction
Aug 01, 2008
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4215 Views
Graph Transduction via Alternating Minimization
Aug 01, 2008
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5168 Views
Stability of Transductive Regression Algorithms
Aug 01, 2008
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3456 Views
On Multi-View Active Learning and the Combination with Semi-Supervised Learning
Aug 01, 2008
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5670 Views
Semi-supervised Clustering and Classification
Estimating Labels from Label Proportions
Aug 04, 2008
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4218 Views
Self-taught Clustering
Aug 04, 2008
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6696 Views
Spectral Clustering with Inconsistent Advice
Aug 04, 2008
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3947 Views
Pairwise Constraint Propagation by Semidefinite Programming for Semi-Supervised ...
Aug 04, 2008
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4054 Views
The Asymptotics of Semi-Supervised Learning in Discriminative Probabilistic Mode...
Aug 04, 2008
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3906 Views
Ranking and IR
Listwise Approach to Learning to Rank - Theory and Algorithm
Aug 04, 2008
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9620 Views
Query-Level Stability and Generalization in Learning to Rank
Aug 04, 2008
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4236 Views
Predicting Diverse Subsets Using Structural SVMs
Aug 04, 2008
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6227 Views
Learning Diverse Rankings with Multi-Armed Bandits
Aug 06, 2008
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4881 Views
Rank Minimization via Online Learning
Aug 04, 2008
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4736 Views
Online Learning
Confidence-Weighted Linear Classification
Aug 04, 2008
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6520 Views
The Projectron: a Bounded Kernel-Based Perceptron
Aug 04, 2008
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4911 Views
Efficient Bandit Algorithms for Online Multiclass Prediction
Aug 04, 2008
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4386 Views
Kernels - Including Scalability
A Dual Coordinate Descent Method for Large-scale Linear SVM
Aug 05, 2008
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6625 Views
Optimized Cutting Plane Algorithm for Support Vector Machines
Aug 05, 2008
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5693 Views
Fast Support Vector Machine Training and Classification on Graphics Processors
Aug 05, 2008
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9904 Views
Improved Nystrom Low-Rank Approximation and Error Analysis
Aug 05, 2008
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5657 Views
Polyhedral Classifier for Target Detection A Case Study
Aug 05, 2008
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3198 Views
Clustering
A Rate-Distortion One-Class Model and its Applications to Clustering
Aug 05, 2008
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5886 Views
Estimating Local Optimums in EM Algorithm over Gaussian Mixture Model
Aug 05, 2008
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8166 Views
A Decoupled Approach to Exemplar-based Unsupervised Learning
Aug 05, 2008
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3302 Views
Efficient MultiClass Maximum Margin Clustering
Aug 05, 2008
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4817 Views
Distance Learning and Efficient Use
Fast Solvers and Efficient Implementations for Distance Metric Learning
Aug 05, 2008
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9121 Views
Nearest Hyperdisk Methods for High-Dimensional Classification
Aug 05, 2008
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4282 Views
Fast Nearest Neighbor Retrieval for Bregman Divergences
Aug 05, 2008
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4948 Views
Deep Learning via Semi-Supervised Embedding
Aug 05, 2008
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5222 Views
Kernel - Including Kernel Learning
Localized Multiple Kernel Learning
Aug 06, 2008
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7118 Views
Training SVM with Indefinite Kernels
Aug 06, 2008
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5105 Views
Robust Matching and Recognition using Context-Dependent Kernels
Aug 06, 2008
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8137 Views
An RKHS for Multi-View Learning and Manifold Co-Regularization
Aug 06, 2008
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6172 Views
Sequence Data
A Distance Model for Rhythms
Aug 06, 2008
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4436 Views
A Reproducing Kernel Hilbert Space Framework for Pairwise Time Series Distances
Aug 06, 2008
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6468 Views
Sequence Kernels for Predicting Protein Essentiality
Aug 06, 2008
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3634 Views
Local Likelihood Modeling of Temporal Text Streams
Aug 07, 2008
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3257 Views
Causal Modelling Combining Instantaneous and Lagged Effects: an Identifiable Mod...
Aug 06, 2008
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6770 Views
Boosting
Manifold Boost: Stagewise Function Approximation for Fully-, Semi- and Un-superv...
Aug 06, 2008
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4508 Views
Boosting with Incomplete Information
Aug 06, 2008
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3564 Views
Maximum Likelihood Rule Ensembles
Aug 06, 2008
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5164 Views
Random Classification Noise Defeats All Convex Potential Boosters
Aug 06, 2008
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3564 Views
Embeddings 1
Uncorrelated Multilinear Principal Component Analysis through Successive Varianc...
Aug 07, 2008
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15474 Views
Expectation-Maximization for Sparse and Non-Negative PCA
Aug 07, 2008
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6420 Views
ICA and ISA Using Schweizer-Wolff Measure of Dependence
Aug 07, 2008
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4231 Views
Bayesian Probabilistic Matrix Factorization using Markov Chain Monte Carlo
Aug 07, 2008
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12252 Views
Multiple Instance Learning and Learning with Missing Features, Categorical Features
Adaptive p-Posterior Mixture-Model Kernels for Multiple Instance Learning
Aug 07, 2008
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3772 Views
Multiple Instance Ranking
Aug 07, 2008
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3839 Views
Bayesian Multiple Instance Learning: Automatic Feature Selection and Inductive T...
Aug 07, 2008
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5527 Views
Learning to Classify with Missing and Corrupted Features
Aug 07, 2008
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3713 Views
Multi-Classification by Categorical Features via Clustering
Aug 07, 2008
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5006 Views
Transfer Learning and Games
Learning to Learn Implicit Queries from Gaze Patterns
Aug 07, 2008
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3221 Views
Multi-Task Learning for HIV Therapy Screening
Aug 07, 2008
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3849 Views
Manifold Alignment using Procrustes Analysis
Aug 07, 2008
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4688 Views
No-Regret Learning in Convex Games
Aug 07, 2008
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4623 Views
Strategy Evaluation in Extensive Games with Importance Sampling
Aug 07, 2008
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4469 Views
Hidden Markov Models
Inverting the Viterbi Algorithm: an Abstract Framework for Structure Design
Aug 29, 2008
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4951 Views
An HDP-HMM for Systems with State Persistence
Aug 29, 2008
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8153 Views
Modeling Interleaved Hidden Processes
Aug 29, 2008
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3353 Views
Beam Sampling for the Infinite Hidden Markov Model
Aug 29, 2008
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8090 Views
Optimization
Efficiently Solving Convex Relaxations for MAP Estimation
Aug 29, 2008
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4601 Views
A Quasi-Newton Approach to Nonsmooth Convex Optimization
Aug 29, 2008
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6470 Views
Stopping Conditions for Exact Computation of Leave-One-Out Error in Support Vect...
Aug 29, 2008
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3882 Views
On Partial Optimality in Multi-label MRFs
Aug 29, 2008
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3652 Views
Ranking and Classification with Sampling
Democratic Approximation of Lexicographic Preference Models
Aug 29, 2008
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3214 Views
Unsupervised Rank Aggregation with Distance-Based Models
Aug 29, 2008
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4488 Views
Learning Dissimilarities by Ranking: From SDP to QP
Aug 29, 2008
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3211 Views
Optimizing Estimated Loss Reduction for Active Sampling in Rank Learning
Aug 29, 2008
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5083 Views
Bayes Optimal Classification for Decision Trees
Aug 29, 2008
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5612 Views
Feature Selection and Sparsity
Detecting Statistical Interactions with Additive Groves of Trees
Aug 29, 2008
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5886 Views
Sparse Bayesian Nonparametric Regression
Aug 29, 2008
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4813 Views
Bolasso: Model Consistent Lasso Estimation through the Bootstrap
Aug 29, 2008
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5931 Views
The GroupLASSO for Generalized Linear Models: Uniqueness of Solutions and Effici...
Aug 29, 2008
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5283 Views
On the Chance Accuracies of Large Collections of Classifiers
Aug 29, 2008
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3612 Views
Compressed Sensing and Projections
Autonomous Geometric Precision Error Estimation in Low-level Computer Vision Tas...
Aug 29, 2008
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4579 Views
Multi-Task Compressive Sensing with Dirichlet Process Priors
Aug 29, 2008
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6268 Views
Compressed Sensing and Bayesian Experimental Design
Aug 29, 2008
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9643 Views
Efficient Projections onto the L1-Ball for Learning in High Dimensions
Aug 29, 2008
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7737 Views
Classification with Sampling, Costs
Empirical Bernstein Stopping
Aug 29, 2008
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4173 Views
Pointwise Exact Bootstrap Distributions of Cost Curves
Aug 29, 2008
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4385 Views
An Empirical Evaluation of Supervised Learning in High Dimensions
Aug 29, 2008
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3965 Views
Cost-Sensitive Multi-class Classification from Probability Estimates
Aug 29, 2008
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4912 Views
Embeddings 2
A Least Squares Formulation for Canonical Correlation Analysis
Aug 29, 2008
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6589 Views
Closed-form Supervised Dimensionality Reduction with Generalized Linear Models
Aug 29, 2008
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4725 Views
Subspace-based Learning with Grassmann Kernels
Aug 29, 2008
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5453 Views
Metric Embedding for Kernel Classification Rules
Aug 29, 2008
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3641 Views
Extracting and Composing Robust Features with Denoising Autoencoders
Aug 29, 2008
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11414 Views