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
5003 Views
Nonextensive Entropic Kernels
Jul 28, 2008
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3542 Views
Nu-Support Vector Machine as Conditional Value-at-Risk Minimization
Jul 28, 2008
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7549 Views
A Generalization of Haussler's Convolution Kernel - Mapping Kernel
Jul 28, 2008
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4570 Views
Active Learning and Experimental Design
Hierarchical sampling for active learning
Jul 28, 2008
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7023 Views
Active Kernel Learning
Jul 28, 2008
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6388 Views
Actively Learning Level-Sets of Composite Functions
Jul 28, 2008
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4384 Views
Learning from Incomplete Data with Infinite Imputations
Jul 28, 2008
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3988 Views
Structured Output, ILP and Sparsity
Accurate Max-margin Training for Structured Output Spaces
Jul 28, 2008
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5024 Views
Training Structural SVMs when Exact Inference is Intractable
Jul 28, 2008
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5906 Views
Discriminative Structure and Parameter Learning for Markov Logic Networks
Jul 28, 2008
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4332 Views
Laplace Maximum Margin Markov Networks
Jul 28, 2008
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5435 Views
Fast Estimation of Relational Pattern Coverage through Randomization and Maximum...
Jul 28, 2008
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3636 Views
Fast Gaussian Process Methods for Point Process Intensity Estimation
Aug 07, 2008
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5058 Views
Gaussian Processes
Gaussian Process Product Models for Nonparametric Nonstationarity
Jul 29, 2008
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6460 Views
Sparse Multiscale Gaussian Process Regression
Jul 29, 2008
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5505 Views
Topologically-Constrained Latent Variable Models
Jul 29, 2008
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11389 Views
Bi-Level Path Following for Cross Validated Solution of Kernel Quantile Regressi...
Jul 29, 2008
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4067 Views
Discriminative vs Generative, and Energy-Based Learning
Discriminative Parameter Learning for Bayesian Networks
Jul 29, 2008
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4974 Views
On the Quantitative Analysis of Deep Belief Networks
Jul 29, 2008
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6781 Views
Training Restricted Boltzmann Machines using Approximations to the Likelihood Gr...
Jul 29, 2008
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12098 Views
Classification using Discriminative Restricted Boltzmann Machines
Aug 07, 2008
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10560 Views
Topic Models
A New Admixture Model for Inference of Population Structure in Light of Both Gen...
Jul 29, 2008
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4994 Views
Memory Bounded Inference in Topic Models
Jul 29, 2008
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3665 Views
Nonnegative Matrix Factorization via Rank-One Downdate
Jul 29, 2008
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8172 Views
Dirichlet Component Analysis: Feature Extraction for Compositional Data
Jul 29, 2008
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4936 Views
NLP
Learning to Sportscast: A Test of Grounded Language Acquisition
Jul 30, 2008
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5274 Views
A Unified Architecture for Natural Language Processing: Deep Neural Networks wit...
Jul 30, 2008
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13679 Views
Fully Distributed EM for Very Large Datasets
Jul 30, 2008
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3588 Views
Structure Compilation: Trading Structure for Features
Jul 30, 2008
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4116 Views
Graphs
Graph Kernels Between Point Clouds
Aug 01, 2008
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4578 Views
Message-passing for Graph-structured Linear Programs
Aug 01, 2008
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4670 Views
Fast Incremental Proximity Search in Large Graphs
Aug 01, 2008
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5449 Views
The Skew Spectrum of Graphs
Aug 07, 2008
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5621 Views
Mixture Models, Dirichlet Processes
Statistical Models for Partial Membership
Aug 01, 2008
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4649 Views
Hierarchical Kernel Stick-Breaking Process for Multi-Task Image Analysis
Aug 01, 2008
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5590 Views
Data Spectroscopy: Learning Mixture Models using Eigenspaces of Convolution Oper...
Aug 01, 2008
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5399 Views
Semi-supervised Learning - Embeddings and Transduction
Semi-supervised Learning of Compact Document Representations with Deep Networks
Aug 01, 2008
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4550 Views
Large Scale Manifold Transduction
Aug 01, 2008
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4220 Views
Graph Transduction via Alternating Minimization
Aug 01, 2008
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5169 Views
Stability of Transductive Regression Algorithms
Aug 01, 2008
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3458 Views
On Multi-View Active Learning and the Combination with Semi-Supervised Learning
Aug 01, 2008
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5673 Views
Semi-supervised Clustering and Classification
Estimating Labels from Label Proportions
Aug 04, 2008
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4222 Views
Self-taught Clustering
Aug 04, 2008
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6698 Views
Spectral Clustering with Inconsistent Advice
Aug 04, 2008
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3949 Views
Pairwise Constraint Propagation by Semidefinite Programming for Semi-Supervised ...
Aug 04, 2008
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4056 Views
The Asymptotics of Semi-Supervised Learning in Discriminative Probabilistic Mode...
Aug 04, 2008
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3907 Views
Ranking and IR
Listwise Approach to Learning to Rank - Theory and Algorithm
Aug 04, 2008
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9623 Views
Query-Level Stability and Generalization in Learning to Rank
Aug 04, 2008
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4237 Views
Predicting Diverse Subsets Using Structural SVMs
Aug 04, 2008
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6234 Views
Learning Diverse Rankings with Multi-Armed Bandits
Aug 06, 2008
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4883 Views
Rank Minimization via Online Learning
Aug 04, 2008
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4738 Views
Online Learning
Confidence-Weighted Linear Classification
Aug 04, 2008
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6527 Views
The Projectron: a Bounded Kernel-Based Perceptron
Aug 04, 2008
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4940 Views
Efficient Bandit Algorithms for Online Multiclass Prediction
Aug 04, 2008
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4387 Views
Kernels - Including Scalability
A Dual Coordinate Descent Method for Large-scale Linear SVM
Aug 05, 2008
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6628 Views
Optimized Cutting Plane Algorithm for Support Vector Machines
Aug 05, 2008
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5694 Views
Fast Support Vector Machine Training and Classification on Graphics Processors
Aug 05, 2008
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9905 Views
Improved Nystrom Low-Rank Approximation and Error Analysis
Aug 05, 2008
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5663 Views
Polyhedral Classifier for Target Detection A Case Study
Aug 05, 2008
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3202 Views
Clustering
A Rate-Distortion One-Class Model and its Applications to Clustering
Aug 05, 2008
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5892 Views
Estimating Local Optimums in EM Algorithm over Gaussian Mixture Model
Aug 05, 2008
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8168 Views
A Decoupled Approach to Exemplar-based Unsupervised Learning
Aug 05, 2008
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3305 Views
Efficient MultiClass Maximum Margin Clustering
Aug 05, 2008
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4820 Views
Distance Learning and Efficient Use
Fast Solvers and Efficient Implementations for Distance Metric Learning
Aug 05, 2008
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9126 Views
Nearest Hyperdisk Methods for High-Dimensional Classification
Aug 05, 2008
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4287 Views
Fast Nearest Neighbor Retrieval for Bregman Divergences
Aug 05, 2008
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4951 Views
Deep Learning via Semi-Supervised Embedding
Aug 05, 2008
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5230 Views
Kernel - Including Kernel Learning
Localized Multiple Kernel Learning
Aug 06, 2008
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7120 Views
Training SVM with Indefinite Kernels
Aug 06, 2008
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5108 Views
Robust Matching and Recognition using Context-Dependent Kernels
Aug 06, 2008
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8139 Views
An RKHS for Multi-View Learning and Manifold Co-Regularization
Aug 06, 2008
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6178 Views
Sequence Data
A Distance Model for Rhythms
Aug 06, 2008
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4439 Views
A Reproducing Kernel Hilbert Space Framework for Pairwise Time Series Distances
Aug 06, 2008
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6470 Views
Sequence Kernels for Predicting Protein Essentiality
Aug 06, 2008
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3636 Views
Local Likelihood Modeling of Temporal Text Streams
Aug 07, 2008
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3258 Views
Causal Modelling Combining Instantaneous and Lagged Effects: an Identifiable Mod...
Aug 06, 2008
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6776 Views
Boosting
Manifold Boost: Stagewise Function Approximation for Fully-, Semi- and Un-superv...
Aug 06, 2008
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4509 Views
Boosting with Incomplete Information
Aug 06, 2008
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3581 Views
Maximum Likelihood Rule Ensembles
Aug 06, 2008
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5166 Views
Random Classification Noise Defeats All Convex Potential Boosters
Aug 06, 2008
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3567 Views
Embeddings 1
Uncorrelated Multilinear Principal Component Analysis through Successive Varianc...
Aug 07, 2008
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15480 Views
Expectation-Maximization for Sparse and Non-Negative PCA
Aug 07, 2008
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6422 Views
ICA and ISA Using Schweizer-Wolff Measure of Dependence
Aug 07, 2008
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4232 Views
Bayesian Probabilistic Matrix Factorization using Markov Chain Monte Carlo
Aug 07, 2008
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12258 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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3773 Views
Multiple Instance Ranking
Aug 07, 2008
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3840 Views
Bayesian Multiple Instance Learning: Automatic Feature Selection and Inductive T...
Aug 07, 2008
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5533 Views
Learning to Classify with Missing and Corrupted Features
Aug 07, 2008
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3715 Views
Multi-Classification by Categorical Features via Clustering
Aug 07, 2008
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5007 Views
Transfer Learning and Games
Learning to Learn Implicit Queries from Gaze Patterns
Aug 07, 2008
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3226 Views
Multi-Task Learning for HIV Therapy Screening
Aug 07, 2008
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3857 Views
Manifold Alignment using Procrustes Analysis
Aug 07, 2008
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4691 Views
No-Regret Learning in Convex Games
Aug 07, 2008
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4624 Views
Strategy Evaluation in Extensive Games with Importance Sampling
Aug 07, 2008
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4474 Views
Hidden Markov Models
Inverting the Viterbi Algorithm: an Abstract Framework for Structure Design
Aug 29, 2008
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4953 Views
An HDP-HMM for Systems with State Persistence
Aug 29, 2008
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8156 Views
Modeling Interleaved Hidden Processes
Aug 29, 2008
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3358 Views
Beam Sampling for the Infinite Hidden Markov Model
Aug 29, 2008
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8092 Views
Optimization
Efficiently Solving Convex Relaxations for MAP Estimation
Aug 29, 2008
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4605 Views
A Quasi-Newton Approach to Nonsmooth Convex Optimization
Aug 29, 2008
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6471 Views
Stopping Conditions for Exact Computation of Leave-One-Out Error in Support Vect...
Aug 29, 2008
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3885 Views
On Partial Optimality in Multi-label MRFs
Aug 29, 2008
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3653 Views
Ranking and Classification with Sampling
Democratic Approximation of Lexicographic Preference Models
Aug 29, 2008
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3215 Views
Unsupervised Rank Aggregation with Distance-Based Models
Aug 29, 2008
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4526 Views
Learning Dissimilarities by Ranking: From SDP to QP
Aug 29, 2008
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3212 Views
Optimizing Estimated Loss Reduction for Active Sampling in Rank Learning
Aug 29, 2008
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5085 Views
Bayes Optimal Classification for Decision Trees
Aug 29, 2008
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5614 Views
Feature Selection and Sparsity
Detecting Statistical Interactions with Additive Groves of Trees
Aug 29, 2008
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5887 Views
Sparse Bayesian Nonparametric Regression
Aug 29, 2008
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4815 Views
Bolasso: Model Consistent Lasso Estimation through the Bootstrap
Aug 29, 2008
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5935 Views
The GroupLASSO for Generalized Linear Models: Uniqueness of Solutions and Effici...
Aug 29, 2008
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5285 Views
On the Chance Accuracies of Large Collections of Classifiers
Aug 29, 2008
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3615 Views
Compressed Sensing and Projections
Autonomous Geometric Precision Error Estimation in Low-level Computer Vision Tas...
Aug 29, 2008
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4581 Views
Multi-Task Compressive Sensing with Dirichlet Process Priors
Aug 29, 2008
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6272 Views
Compressed Sensing and Bayesian Experimental Design
Aug 29, 2008
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9646 Views
Efficient Projections onto the L1-Ball for Learning in High Dimensions
Aug 29, 2008
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7741 Views
Classification with Sampling, Costs
Empirical Bernstein Stopping
Aug 29, 2008
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4175 Views
Pointwise Exact Bootstrap Distributions of Cost Curves
Aug 29, 2008
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4388 Views
An Empirical Evaluation of Supervised Learning in High Dimensions
Aug 29, 2008
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3967 Views
Cost-Sensitive Multi-class Classification from Probability Estimates
Aug 29, 2008
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4914 Views
Embeddings 2
A Least Squares Formulation for Canonical Correlation Analysis
Aug 29, 2008
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6591 Views
Closed-form Supervised Dimensionality Reduction with Generalized Linear Models
Aug 29, 2008
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4726 Views
Subspace-based Learning with Grassmann Kernels
Aug 29, 2008
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5456 Views
Metric Embedding for Kernel Classification Rules
Aug 29, 2008
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3644 Views
Extracting and Composing Robust Features with Denoising Autoencoders
Aug 29, 2008
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11422 Views