A unifying review of linear Gaussian models
Neural Computation
Neural Computation
Random projection in dimensionality reduction: applications to image and text data
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Ensemble of Independent Factor Analyzers with Application to Natural Image Analysis
Neural Processing Letters
Trainable videorealistic speech animation
Proceedings of the 29th annual conference on Computer graphics and interactive techniques
Light field mapping: efficient representation and hardware rendering of surface light fields
Proceedings of the 29th annual conference on Computer graphics and interactive techniques
Diffusion Snakes: Introducing Statistical Shape Knowledge into the Mumford-Shah Functional
International Journal of Computer Vision
Products of Gaussians and probabilistic minor component analysis
Neural Computation
A constrained EM algorithm for principal component analysis
Neural Computation
Nonlinear Shape Statistics in Mumford-Shah Based Segmentation
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part II
A Robust PCA Algorithm for Building Representations from Panoramic Images
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part IV
Variational Extensions to EM and Multinomial PCA
ECML '02 Proceedings of the 13th European Conference on Machine Learning
A Framework for Robust Subspace Learning
International Journal of Computer Vision - Special Issue on Computational Vision at Brown University
Think globally, fit locally: unsupervised learning of low dimensional manifolds
The Journal of Machine Learning Research
Machine Learning for Computer Graphics: A Manifesto and Tutorial
PG '03 Proceedings of the 11th Pacific Conference on Computer Graphics and Applications
Segmenting motion capture data into distinct behaviors
GI '04 Proceedings of the 2004 Graphics Interface Conference
Active Appearance-Based Robot Localization Using Stereo Vision
Autonomous Robots
Sequential EM learning for subspace analysis
Pattern Recognition Letters
Face transfer with multilinear models
ACM SIGGRAPH 2005 Papers
An efficient search algorithm for motion data using weighted PCA
Proceedings of the 2005 ACM SIGGRAPH/Eurographics symposium on Computer animation
Nearest neighbour approach in the least-squares data imputation algorithms
Information Sciences: an International Journal
Accurate Visible Speech Synthesis Based on Concatenating Variable Length Motion Capture Data
IEEE Transactions on Visualization and Computer Graphics
A comparative investigation on subspace dimension determination
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Human motion estimation from a reduced marker set
I3D '06 Proceedings of the 2006 symposium on Interactive 3D graphics and games
Appearance-space texture synthesis
ACM SIGGRAPH 2006 Papers
A non-linear dimensionality-reduction technique for fast similarity search in large databases
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Robust probabilistic projections
ICML '06 Proceedings of the 23rd international conference on Machine learning
The rate adapting poisson model for information retrieval and object recognition
ICML '06 Proceedings of the 23rd international conference on Machine learning
Constrained Projection Approximation Algorithms for Principal Component Analysis
Neural Processing Letters
Expressive Facial Animation Synthesis by Learning Speech Coarticulation and Expression Spaces
IEEE Transactions on Visualization and Computer Graphics
Learning from facial aging patterns for automatic age estimation
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Face transfer with multilinear models
ACM SIGGRAPH 2006 Courses
Proceedings of the 2006 ACM SIGGRAPH/Eurographics symposium on Computer animation
Weighted and robust learning of subspace representations
Pattern Recognition
Fast principal component analysis using fixed-point algorithm
Pattern Recognition Letters
Learning Parts-Based Representations of Data
The Journal of Machine Learning Research
Modeling relationships at multiple scales to improve accuracy of large recommender systems
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Enhancing semi-supervised clustering: a feature projection perspective
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Improved facial-feature detection for AVSP via unsupervised clustering and discriminant analysis
EURASIP Journal on Applied Signal Processing
Incremental Learning for Robust Visual Tracking
International Journal of Computer Vision
Real-time hand posture recognition using range data
Image and Vision Computing
Principal Component Analysis for Sparse High-Dimensional Data
Neural Information Processing
Analysis of Building Textures for Reconstructing Partially Occluded Facades
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Statistics and Computing
Estimating 3D shape from degenerate sequences with missing data
Computer Vision and Image Understanding
Robust Factorization Methods Using a Gaussian/Uniform Mixture Model
International Journal of Computer Vision
A Novel Visual Speech Representation and HMM Classification for Visual Speech Recognition
PSIVT '09 Proceedings of the 3rd Pacific Rim Symposium on Advances in Image and Video Technology
MIRAGE '09 Proceedings of the 4th International Conference on Computer Vision/Computer Graphics CollaborationTechniques
Video Compression and Retrieval of Moving Object Location Applied to Surveillance
ICIAR '09 Proceedings of the 6th International Conference on Image Analysis and Recognition
Model-based synthesis of visual speech movements from 3D video
SIGGRAPH '09: Posters
SCIA '09 Proceedings of the 16th Scandinavian Conference on Image Analysis
Probabilistic Modeling and Visualization of the Flexibility in Morphable Models
Proceedings of the 13th IMA International Conference on Mathematics of Surfaces XIII
Face image modeling by multilinear subspace analysis with missing values
MM '09 Proceedings of the 17th ACM international conference on Multimedia
Nearest neighbours in least-squares data imputation algorithms with different missing patterns
Computational Statistics & Data Analysis
Bayesian extreme components analysis
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Building Shape Models from Lousy Data
MICCAI '09 Proceedings of the 12th International Conference on Medical Image Computing and Computer-Assisted Intervention: Part II
An automatic language identification method based on subspace analysis
ICME'09 Proceedings of the 2009 IEEE international conference on Multimedia and Expo
Interpolation of signals with missing data using Principal Component Analysis
Multidimensional Systems and Signal Processing
A framework for robust and incremental self-localization of a mobile robot
ICVS'03 Proceedings of the 3rd international conference on Computer vision systems
A new manifold representation for visual speech recognition
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
Feature extraction of weighted data for implicit variable selection
CAIP'07 Proceedings of the 12th international conference on Computer analysis of images and patterns
Experiments for the number of clusters in K-means
EPIA'07 Proceedings of the aritficial intelligence 13th Portuguese conference on Progress in artificial intelligence
Improving the robustness to outliers of mixtures of probabilistic PCAs
PAKDD'08 Proceedings of the 12th Pacific-Asia conference on Advances in knowledge discovery and data mining
Weighted feature extraction with a functional data extension
Neurocomputing
Semi adaptive appearance models for lip tracking
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Practical Approaches to Principal Component Analysis in the Presence of Missing Values
The Journal of Machine Learning Research
Dimension reduction for distance-based indexing
Proceedings of the Third International Conference on SImilarity Search and APplications
A Rao-Blackwellized particle filter for EigenTracking
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
A Randomized Algorithm for Principal Component Analysis
SIAM Journal on Matrix Analysis and Applications
Dimensional reduction in the protein secondary structure prediction: non-linear method improvements
International Journal of Computational Intelligence in Bioinformatics and Systems Biology
Trainable videorealistic speech animation
FGR' 04 Proceedings of the Sixth IEEE international conference on Automatic face and gesture recognition
Occlusion handling with l1-regularized sparse reconstruction
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part IV
ACM Transactions on Graphics (TOG)
Prediction of protein secondary structure using nonlinear method
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
Intrinsic dimension estimation by maximum likelihood in isotropic probabilistic PCA
Pattern Recognition Letters
On-Line, incremental learning of a robust active shape model
DAGM'06 Proceedings of the 28th conference on Pattern Recognition
Nonlinear visualization of incomplete data sets
CSR'06 Proceedings of the First international computer science conference on Theory and Applications
The linear factorial smoothing for the analysis of incomplete data
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
PC3: Principal Component-based Context Compression
Journal of Parallel and Distributed Computing
Dimensionality reduction for computer facial animation
Expert Systems with Applications: An International Journal
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
Pivot selection: Dimension reduction for distance-based indexing
Journal of Discrete Algorithms
Co-embedding of structurally missing data by locally linear alignment
PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part II
Class dependent factor analysis and its application to face recognition
Pattern Recognition
Distributed static linear Gaussian models using consensus
Neural Networks
Online construction of surface light fields
EGSR'05 Proceedings of the Sixteenth Eurographics conference on Rendering Techniques
Bayesian Robust PCA of Incomplete Data
Neural Processing Letters
Parallelized matrix factorization for fast BTF compression
EG PGV'09 Proceedings of the 9th Eurographics conference on Parallel Graphics and Visualization
Estimating the total variability space using sparse probabilistic principal component analysis
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Realtime facial animation with on-the-fly correctives
ACM Transactions on Graphics (TOG) - SIGGRAPH 2013 Conference Proceedings
An algorithmic approach to missing data problem in modeling human aspects in software development
Proceedings of the 9th International Conference on Predictive Models in Software Engineering
Dimensionality reduction with generalized linear models
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Expert Systems with Applications: An International Journal
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