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
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4570 views
Nu-Support Vector Machine as Conditional Value-at-Risk Minimization
Jul 28, 2008
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7557 views
Nonextensive Entropic Kernels
Jul 28, 2008
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3544 views
Tailoring Density Estimation via Reproducing Kernel Moment Matching
Jul 28, 2008
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5007 views
Active Learning and Experimental Design
Active Kernel Learning
Jul 28, 2008
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6394 views
Learning from Incomplete Data with Infinite Imputations
Jul 28, 2008
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3990 views
Hierarchical sampling for active learning
Jul 28, 2008
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7030 views
Actively Learning Level-Sets of Composite Functions
Jul 28, 2008
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4391 views
Structured Output, ILP and Sparsity
Training Structural SVMs when Exact Inference is Intractable
Jul 28, 2008
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5911 views
Laplace Maximum Margin Markov Networks
Jul 28, 2008
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5439 views
Fast Estimation of Relational Pattern Coverage through Randomization and Maximum...
Jul 28, 2008
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3639 views
Fast Gaussian Process Methods for Point Process Intensity Estimation
Aug 7, 2008
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5065 views
Discriminative Structure and Parameter Learning for Markov Logic Networks
Jul 28, 2008
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4336 views
Accurate Max-margin Training for Structured Output Spaces
Jul 28, 2008
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5030 views
Gaussian Processes
Topologically-Constrained Latent Variable Models
Jul 29, 2008
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11408 views
Bi-Level Path Following for Cross Validated Solution of Kernel Quantile Regressi...
Jul 29, 2008
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4072 views
Gaussian Process Product Models for Nonparametric Nonstationarity
Jul 29, 2008
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6469 views
Sparse Multiscale Gaussian Process Regression
Jul 29, 2008
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5513 views
Discriminative vs Generative, and Energy-Based Learning
Classification using Discriminative Restricted Boltzmann Machines
Aug 7, 2008
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10564 views
On the Quantitative Analysis of Deep Belief Networks
Jul 29, 2008
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6789 views
Discriminative Parameter Learning for Bayesian Networks
Jul 29, 2008
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4976 views
Training Restricted Boltzmann Machines using Approximations to the Likelihood Gr...
Jul 29, 2008
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12102 views
Topic Models
Dirichlet Component Analysis: Feature Extraction for Compositional Data
Jul 29, 2008
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4939 views
A New Admixture Model for Inference of Population Structure in Light of Both Gen...
Jul 29, 2008
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4996 views
Memory Bounded Inference in Topic Models
Jul 29, 2008
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3671 views
Nonnegative Matrix Factorization via Rank-One Downdate
Jul 29, 2008
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8175 views
NLP
Learning to Sportscast: A Test of Grounded Language Acquisition
Jul 30, 2008
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5290 views
A Unified Architecture for Natural Language Processing: Deep Neural Networks wit...
Jul 30, 2008
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13696 views
Structure Compilation: Trading Structure for Features
Jul 30, 2008
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4121 views
Fully Distributed EM for Very Large Datasets
Jul 30, 2008
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3593 views
Graphs
The Skew Spectrum of Graphs
Aug 7, 2008
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5625 views
Message-passing for Graph-structured Linear Programs
Aug 1, 2008
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4675 views
Fast Incremental Proximity Search in Large Graphs
Aug 1, 2008
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5450 views
Graph Kernels Between Point Clouds
Aug 1, 2008
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4579 views
Mixture Models, Dirichlet Processes
Statistical Models for Partial Membership
Aug 1, 2008
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4652 views
The Dynamic Hierarchical Dirichlet Process
Aug 1, 2008
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563 views
Data Spectroscopy: Learning Mixture Models using Eigenspaces of Convolution Oper...
Aug 1, 2008
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5406 views
Hierarchical Kernel Stick-Breaking Process for Multi-Task Image Analysis
Aug 1, 2008
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5598 views
Semi-supervised Learning - Embeddings and Transduction
Graph Transduction via Alternating Minimization
Aug 1, 2008
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5177 views
On Multi-View Active Learning and the Combination with Semi-Supervised Learning
Aug 1, 2008
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5676 views
Large Scale Manifold Transduction
Aug 1, 2008
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4228 views
Semi-supervised Learning of Compact Document Representations with Deep Networks
Aug 1, 2008
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4552 views
Stability of Transductive Regression Algorithms
Aug 1, 2008
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3464 views
Semi-supervised Clustering and Classification
Pairwise Constraint Propagation by Semidefinite Programming for Semi-Supervised ...
Aug 4, 2008
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4058 views
The Asymptotics of Semi-Supervised Learning in Discriminative Probabilistic Mode...
Aug 4, 2008
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3910 views
Estimating Labels from Label Proportions
Aug 4, 2008
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4226 views
Self-taught Clustering
Aug 4, 2008
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6703 views
Spectral Clustering with Inconsistent Advice
Aug 4, 2008
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3956 views
Ranking and IR
Listwise Approach to Learning to Rank - Theory and Algorithm
Aug 4, 2008
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9633 views
Learning Diverse Rankings with Multi-Armed Bandits
Aug 6, 2008
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4884 views
Predicting Diverse Subsets Using Structural SVMs
Aug 4, 2008
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6238 views
Rank Minimization via Online Learning
Aug 4, 2008
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4744 views
Query-Level Stability and Generalization in Learning to Rank
Aug 4, 2008
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4241 views
Online Learning
The Projectron: a Bounded Kernel-Based Perceptron
Aug 4, 2008
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4955 views
Efficient Bandit Algorithms for Online Multiclass Prediction
Aug 4, 2008
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4391 views
Confidence-Weighted Linear Classification
Aug 4, 2008
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6536 views
Kernels - Including Scalability
Polyhedral Classifier for Target Detection A Case Study
Aug 5, 2008
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3207 views
A Dual Coordinate Descent Method for Large-scale Linear SVM
Aug 5, 2008
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6633 views
Fast Support Vector Machine Training and Classification on Graphics Processors
Aug 5, 2008
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9908 views
Optimized Cutting Plane Algorithm for Support Vector Machines
Aug 5, 2008
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5698 views
Improved Nystrom Low-Rank Approximation and Error Analysis
Aug 5, 2008
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5669 views
Clustering
A Rate-Distortion One-Class Model and its Applications to Clustering
Aug 5, 2008
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5903 views
Efficient MultiClass Maximum Margin Clustering
Aug 5, 2008
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4827 views
Estimating Local Optimums in EM Algorithm over Gaussian Mixture Model
Aug 5, 2008
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8169 views
A Decoupled Approach to Exemplar-based Unsupervised Learning
Aug 5, 2008
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3309 views
Distance Learning and Efficient Use
Fast Nearest Neighbor Retrieval for Bregman Divergences
Aug 5, 2008
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4955 views
Fast Solvers and Efficient Implementations for Distance Metric Learning
Aug 5, 2008
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9134 views
Nearest Hyperdisk Methods for High-Dimensional Classification
Aug 5, 2008
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4292 views
Deep Learning via Semi-Supervised Embedding
Aug 5, 2008
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5241 views
Kernel - Including Kernel Learning
An RKHS for Multi-View Learning and Manifold Co-Regularization
Aug 6, 2008
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6183 views
Training SVM with Indefinite Kernels
Aug 6, 2008
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5112 views
Localized Multiple Kernel Learning
Aug 6, 2008
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7127 views
Composite Kernel Learning
Aug 6, 2008
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1957 views
Robust Matching and Recognition using Context-Dependent Kernels
Aug 6, 2008
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8145 views
Sequence Data
A Reproducing Kernel Hilbert Space Framework for Pairwise Time Series Distances
Aug 6, 2008
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6475 views
A Distance Model for Rhythms
Aug 6, 2008
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4444 views
Local Likelihood Modeling of Temporal Text Streams
Aug 7, 2008
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3262 views
Sequence Kernels for Predicting Protein Essentiality
Aug 6, 2008
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3642 views
Causal Modelling Combining Instantaneous and Lagged Effects: an Identifiable Mod...
Aug 6, 2008
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6792 views
Boosting
Boosting with Incomplete Information
Aug 6, 2008
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3588 views
Maximum Likelihood Rule Ensembles
Aug 6, 2008
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5173 views
Random Classification Noise Defeats All Convex Potential Boosters
Aug 6, 2008
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3576 views
Manifold Boost: Stagewise Function Approximation for Fully-, Semi- and Un-superv...
Aug 6, 2008
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4513 views
Embeddings 1
ICA and ISA Using Schweizer-Wolff Measure of Dependence
Aug 7, 2008
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4234 views
Uncorrelated Multilinear Principal Component Analysis through Successive Varianc...
Aug 7, 2008
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15493 views
Expectation-Maximization for Sparse and Non-Negative PCA
Aug 7, 2008
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6425 views
Bayesian Probabilistic Matrix Factorization using Markov Chain Monte Carlo
Aug 7, 2008
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12266 views
Multiple Instance Learning and Learning with Missing Features, Categorical Features
Multiple Instance Ranking
Aug 7, 2008
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3843 views
Learning to Classify with Missing and Corrupted Features
Aug 7, 2008
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3720 views
Bayesian Multiple Instance Learning: Automatic Feature Selection and Inductive T...
Aug 7, 2008
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5537 views
Adaptive p-Posterior Mixture-Model Kernels for Multiple Instance Learning
Aug 7, 2008
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3776 views
Multi-Classification by Categorical Features via Clustering
Aug 7, 2008
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5014 views
Transfer Learning and Games
Multi-Task Learning for HIV Therapy Screening
Aug 7, 2008
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3858 views
No-Regret Learning in Convex Games
Aug 7, 2008
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4629 views
Learning to Learn Implicit Queries from Gaze Patterns
Aug 7, 2008
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3233 views
Strategy Evaluation in Extensive Games with Importance Sampling
Aug 7, 2008
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4482 views
Manifold Alignment using Procrustes Analysis
Aug 7, 2008
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4693 views
Hidden Markov Models
Beam Sampling for the Infinite Hidden Markov Model
Aug 29, 2008
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8097 views
Modeling Interleaved Hidden Processes
Aug 29, 2008
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3362 views
Inverting the Viterbi Algorithm: an Abstract Framework for Structure Design
Aug 29, 2008
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4957 views
An HDP-HMM for Systems with State Persistence
Aug 29, 2008
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8166 views
Optimization
On Partial Optimality in Multi-label MRFs
Aug 29, 2008
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3658 views
Stopping Conditions for Exact Computation of Leave-One-Out Error in Support Vect...
Aug 29, 2008
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3888 views
A Quasi-Newton Approach to Nonsmooth Convex Optimization
Aug 29, 2008
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6476 views
Efficiently Solving Convex Relaxations for MAP Estimation
Aug 29, 2008
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4611 views
Ranking and Classification with Sampling
Bayes Optimal Classification for Decision Trees
Aug 29, 2008
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5617 views
Learning Dissimilarities by Ranking: From SDP to QP
Aug 29, 2008
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3214 views
Unsupervised Rank Aggregation with Distance-Based Models
Aug 29, 2008
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4554 views
Optimizing Estimated Loss Reduction for Active Sampling in Rank Learning
Aug 29, 2008
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5088 views
Democratic Approximation of Lexicographic Preference Models
Aug 29, 2008
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3219 views
Feature Selection and Sparsity
The GroupLASSO for Generalized Linear Models: Uniqueness of Solutions and Effici...
Aug 29, 2008
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5292 views
Sparse Bayesian Nonparametric Regression
Aug 29, 2008
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4818 views
Detecting Statistical Interactions with Additive Groves of Trees
Aug 29, 2008
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5891 views
Bolasso: Model Consistent Lasso Estimation through the Bootstrap
Aug 29, 2008
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5938 views
On the Chance Accuracies of Large Collections of Classifiers
Aug 29, 2008
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3620 views
Compressed Sensing and Projections
Multi-Task Compressive Sensing with Dirichlet Process Priors
Aug 29, 2008
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6278 views
Autonomous Geometric Precision Error Estimation in Low-level Computer Vision Tas...
Aug 29, 2008
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4586 views
Efficient Projections onto the L1-Ball for Learning in High Dimensions
Aug 29, 2008
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7749 views
Compressed Sensing and Bayesian Experimental Design
Aug 29, 2008
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9650 views
Classification with Sampling, Costs
An Empirical Evaluation of Supervised Learning in High Dimensions
Aug 29, 2008
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3969 views
Cost-Sensitive Multi-class Classification from Probability Estimates
Aug 29, 2008
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4915 views
Empirical Bernstein Stopping
Aug 29, 2008
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4182 views
Pointwise Exact Bootstrap Distributions of Cost Curves
Aug 29, 2008
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4390 views
Embeddings 2
Metric Embedding for Kernel Classification Rules
Aug 29, 2008
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3647 views
Closed-form Supervised Dimensionality Reduction with Generalized Linear Models
Aug 29, 2008
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4730 views
Extracting and Composing Robust Features with Denoising Autoencoders
Aug 29, 2008
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11449 views
Subspace-based Learning with Grassmann Kernels
Aug 29, 2008
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5463 views
A Least Squares Formulation for Canonical Correlation Analysis
Aug 29, 2008
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6597 views