Latent variable models and factors analysis
Latent variable models and factors analysis
Hierarchical mixtures of experts and the EM algorithm
Neural Computation
Local models and Gaussian mixture models for statistical data processing
Local models and Gaussian mixture models for statistical data processing
Dimension reduction by local principal component analysis
Neural Computation
A Hierarchical Latent Variable Model for Data Visualization
IEEE Transactions on Pattern Analysis and Machine Intelligence
GTM: the generative topographic mapping
Neural Computation
Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
A Database for Handwritten Text Recognition Research
IEEE Transactions on Pattern Analysis and Machine Intelligence
A novelty detection approach to classification
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Optimally adaptive transform coding
IEEE Transactions on Image Processing
Modeling the manifolds of images of handwritten digits
IEEE Transactions on Neural Networks
A unifying review of linear Gaussian models
Neural Computation
Mode-Finding for Mixtures of Gaussian Distributions
IEEE Transactions on Pattern Analysis and Machine Intelligence
Information Theoretic Sensor Data Selection for Active Object Recognition and State Estimation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised Learning of Finite Mixture Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
Hierarchical GTM: Constructing Localized Nonlinear Projection Manifolds in a Principled Way
IEEE Transactions on Pattern Analysis and Machine Intelligence
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
A Greedy EM Algorithm for Gaussian Mixture Learning
Neural Processing Letters
Principal Manifolds and Probabilistic Subspaces for Visual Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Unsupervised learning in neural computation
Theoretical Computer Science - Natural computing
Face recognition using the mixture-of-eigenfaces method
Pattern Recognition Letters
A numeral character recognition using the PCA Mixture model
Pattern Recognition Letters
Products of Gaussians and probabilistic minor component analysis
Neural Computation
Modelling high-dimensional data by mixtures of factor analyzers
Computational Statistics & Data Analysis
A constrained EM algorithm for principal component analysis
Neural Computation
Variational mixture of Bayesian independent component analyzers
Neural Computation
Multilinear Analysis of Image Ensembles: TensorFaces
ECCV '02 Proceedings of the 7th European Conference on Computer Vision-Part I
Non-linear Bayesian Image Modelling
ECCV '00 Proceedings of the 6th European Conference on Computer Vision-Part I
Variational Extensions to EM and Multinomial PCA
ECML '02 Proceedings of the 13th European Conference on Machine Learning
Texture Description by Independent Components
Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
A Multi-purpose Visual Classification System
Proceedings of the International Conference, 7th Fuzzy Days on Computational Intelligence, Theory and Applications
Visual Checking of Grasping Positions of a Three-Fingered Robot Hand
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
Mixtures of Independent Component Analysers
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
Missing Value Estimation Using Mixture of PCAs
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Coordinating Principal Component Analyzers
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Clustering of Gene Expression Data by Mixture of PCA Models
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
Correlation Visualization of High Dimensional Data Using Topographic Maps
ICANN '02 Proceedings of the International Conference on Artificial Neural Networks
A Soft k-Segments Algorithm for Principal Curves
ICANN '01 Proceedings of the International Conference on Artificial Neural Networks
Mining Dependence Structures from Statistical Learning Perspective
IDEAL '02 Proceedings of the Third International Conference on Intelligent Data Engineering and Automated Learning
Factorial Code Representation of Faces for Recognition
BMVC '00 Proceedings of the First IEEE International Workshop on Biologically Motivated Computer Vision
Proceedings of the 24th DAGM Symposium on Pattern Recognition
An efficient model order selection for PCA mixture model
Pattern Recognition Letters
A Framework for Robust Subspace Learning
International Journal of Computer Vision - Special Issue on Computational Vision at Brown University
BYY harmony learning, structural RPCL, and topological self-organizing on mixture models
Neural Networks - New developments in self-organizing maps
Clustering gene expression data in SQL using locally adaptive metrics
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Clustered principal components for precomputed radiance transfer
ACM SIGGRAPH 2003 Papers
Strip line detection and thinning by RPCL-based local PCA
Pattern Recognition Letters
Face recognition using LDA mixture model
Pattern Recognition Letters
The em algorithm for kernel matrix completion with auxiliary data
The Journal of Machine Learning Research
Think globally, fit locally: unsupervised learning of low dimensional manifolds
The Journal of Machine Learning Research
Recognizing faces with PCA and ICA
Computer Vision and Image Understanding - Special issue on Face recognition
Adaptation in Statistical Pattern Recognition Using Tangent Vectors
IEEE Transactions on Pattern Analysis and Machine Intelligence
Topic-based mixture language modelling
Natural Language Engineering
Combining spatial and colour information for content based image retrieval
Computer Vision and Image Understanding - Special issue on color for image indexing and retrieval
Discriminatory mining of gene expression microarray data
Journal of VLSI Signal Processing Systems - Special issue on signal processing and neural networks for bioinformatics
Automated hierarchical mixtures of probabilistic principal component analyzers
ICML '04 Proceedings of the twenty-first international conference on Machine learning
Feature Selection for Unsupervised Learning
The Journal of Machine Learning Research
Almost autonomous training of mixtures of principal component analyzers
Pattern Recognition Letters
CSB '04 Proceedings of the 2004 IEEE Computational Systems Bioinformatics Conference
Learning-based tracking of complex non-rigid motion
Journal of Computer Science and Technology
Sequential EM learning for subspace analysis
Pattern Recognition Letters
Principal components analysis competitive learning
Neural Computation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Improved system for object detection and star/galaxy classification via local subspace analysis
Neural Networks - 2003 Special issue: Neural network analysis of complex scientific data: Astronomy and geosciences
Local fuzzy PCA based GMM with dimension reduction on speaker identification
Pattern Recognition Letters
Latent variable crossover for k-tablet structures and its application to lens design problems
GECCO '05 Proceedings of the 7th annual conference on Genetic and evolutionary computation
ACM SIGGRAPH 2005 Papers
IEEE Transactions on Pattern Analysis and Machine Intelligence
Variable latent semantic indexing
Proceedings of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining
Generalized Principal Component Analysis (GPCA)
IEEE Transactions on Pattern Analysis and Machine Intelligence
Mixtures of factor analyzers: an extension with covariates
Journal of Multivariate Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
A comparative investigation on subspace dimension determination
Neural Networks - 2004 Special issue: New developments in self-organizing systems
Online Model Selection Based on the Variational Bayes
Neural Computation
Bayesian Analysis of Mixtures of Factor Analyzers
Neural Computation
Resolution-Based Complexity Control for Gaussian Mixture Models
Neural Computation
Neural Computation
Model Selection for Unsupervised Learning of Visual Context
International Journal of Computer Vision
Robust probabilistic projections
ICML '06 Proceedings of the 23rd international conference on Machine learning
Local distance preservation in the GP-LVM through back constraints
ICML '06 Proceedings of the 23rd international conference on Machine learning
Combined central and subspace clustering for computer vision applications
ICML '06 Proceedings of the 23rd international conference on Machine learning
Learning Nonlinear Image Manifolds by Global Alignment of Local Linear Models
IEEE Transactions on Pattern Analysis and Machine Intelligence
A Spectral Color Analysis and Colorization Technique
IEEE Computer Graphics and Applications
Nonlocal Estimation of Manifold Structure
Neural Computation
Face transfer with multilinear models
ACM SIGGRAPH 2006 Courses
Kernel PCA for novelty detection
Pattern Recognition
Perception through visuomotor anticipation in a mobile robot
Neural Networks
Locally adaptive metrics for clustering high dimensional data
Data Mining and Knowledge Discovery
Boosted manifold principal angles for image set-based recognition
Pattern Recognition
Modelling nonlinear count time series with local mixtures of Poisson autoregressions
Computational Statistics & Data Analysis
Learning Parts-Based Representations of Data
The Journal of Machine Learning Research
Sensitivity of PCA for traffic anomaly detection
Proceedings of the 2007 ACM SIGMETRICS international conference on Measurement and modeling of computer systems
Robust Pose Estimation and Recognition Using Non-Gaussian Modeling of Appearance Subspaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Deformation Models for Image Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Proceedings of the 24th international conference on Machine learning
3D model representation using adaptive volumetric extended Gaussian image
Proceedings of the 6th ACM international conference on Image and video retrieval
Image-Based Modeling by Joint Segmentation
International Journal of Computer Vision
MusicSense: contextual music recommendation using emotional allocation modeling
Proceedings of the 15th international conference on Multimedia
Letters: An unified EM algorithm for PCA and KPCA
Neurocomputing
The EM algorithm for the extended finite mixture of the factor analyzers model
Computational Statistics & Data Analysis
A method of illumination compensation for human face image based on quotient image
Information Sciences: an International Journal
Highlight analysis using a mixture model of probabilistic PCA
ISPRA'05 Proceedings of the 4th WSEAS International Conference on Signal Processing, Robotics and Automation
International Journal of Knowledge-based and Intelligent Engineering Systems
Parsimonious Gaussian mixture models
Statistics and Computing
Expectation-maximization for sparse and non-negative PCA
Proceedings of the 25th international conference on Machine learning
Neurocomputing
Robust Nonparametric Probability Density Estimation by Soft Clustering
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
A Comparative Study on Data Smoothing Regularization for Local Factor Analysis
ICANN '08 Proceedings of the 18th international conference on Artificial Neural Networks, Part I
Monocular 3D tracking of articulated human motion in silhouette and pose manifolds
Journal on Image and Video Processing - Anthropocentric Video Analysis: Tools and Applications
Soft clustering for nonparametric probability density function estimation
Pattern Recognition Letters
Tracking and recognizing actions of multiple hockey players using the boosted particle filter
Image and Vision Computing
EURASIP Journal on Advances in Signal Processing
A Generative Shape Regularization Model for Robust Face Alignment
ECCV '08 Proceedings of the 10th European Conference on Computer Vision: Part I
Spectral Curvature Clustering (SCC)
International Journal of Computer Vision
Web Page Rank Prediction with PCA and EM Clustering
WAW '09 Proceedings of the 6th International Workshop on Algorithms and Models for the Web-Graph
IEICE - Transactions on Information and Systems
Theoretical Analysis and Comparison of Several Criteria on Linear Model Dimension Reduction
ICA '09 Proceedings of the 8th International Conference on Independent Component Analysis and Signal Separation
Robust probabilistic PCA with missing data and contribution analysis for outlier detection
Computational Statistics & Data Analysis
Information Maximization in a Linear Manifold Topographic Map
Neural Processing Letters
Nonparametric Location Estimation for Probability Density Function Learning
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
The Complexity of the Batch Neural Gas Extended to Local PCA
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part I: Bio-Inspired Systems: Computational and Ambient Intelligence
Penalized factor mixture analysis for variable selection in clustered data
Computational Statistics & Data Analysis
Heteroscedastic Probabilistic Linear Discriminant Analysis with Semi-supervised Extension
ECML PKDD '09 Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases: Part II
Product of Gaussians for speech recognition
Computer Speech and Language
IEEE Transactions on Information Technology in Biomedicine
Factor analysis latent subspace modeling and robust fuzzy clustering using t-distributions
IEEE Transactions on Fuzzy Systems
Image denoising using mixtures of projected Gaussian scale mixtures
IEEE Transactions on Image Processing
Probabilistic PCA self-organizing maps
IEEE Transactions on Neural Networks
Computational Statistics & Data Analysis
Bayesian extreme components analysis
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Batch linear manifold topographic map with regional dimensionality estimation
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
Modified Gath--Geva clustering for fuzzy segmentation of multivariate time-series
Fuzzy Sets and Systems
FUZZ-IEEE'09 Proceedings of the 18th international conference on Fuzzy Systems
Robust feature extractions from geometric data using geometric algebra
SMC'09 Proceedings of the 2009 IEEE international conference on Systems, Man and Cybernetics
Automatic model selection by cross-validation for probabilistic PCA
Neural Processing Letters
IEEE Transactions on Image Processing
A new probabilistic approach to on-line learning in artificial neural networks
ASMCSS'09 Proceedings of the 3rd International Conference on Applied Mathematics, Simulation, Modelling, Circuits, Systems and Signals
Self-organizing mixture models
Neurocomputing
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
Face retrieval using 1st-and 2nd-order PCA mixture model
ICCSA'03 Proceedings of the 2003 international conference on Computational science and its applications: PartII
Implementing the expert object recognition pathway
ICVS'03 Proceedings of the 3rd international conference on Computer vision systems
Integrating context-free and context-dependent attentional mechanisms for gestural object reference
ICVS'03 Proceedings of the 3rd international conference on Computer vision systems
Prior hyperparameters in Bayesian PCA
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Recognition of gestural object reference with auditory feedback
ICANN/ICONIP'03 Proceedings of the 2003 joint international conference on Artificial neural networks and neural information processing
Automatic model selection for probabilistic PCA
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Self-organization of probabilistic PCA models
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Robust Algebraic Segmentation of Mixed Rigid-Body and Planar Motions from Two Views
International Journal of Computer Vision
High capacity watermarking in nonedge texture under statistical distortion constraint
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Soft clustering for nonparametric probability density function estimation
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Noise removal from images by projecting onto bases of principal components
ACIVS'07 Proceedings of the 9th international conference on Advanced concepts for intelligent vision systems
Spread-spectrum watermark by synthesizing texture
PCM'07 Proceedings of the multimedia 8th Pacific Rim conference on Advances in multimedia information processing
Mixture of the robust L1 distributions and its applications
AI'07 Proceedings of the 20th Australian joint conference on Advances in artificial intelligence
Exploiting spatio-temporal constraints for robust 2D pose tracking
Proceedings of the 2nd conference on Human motion: understanding, modeling, capture and animation
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
ICNC'09 Proceedings of the 5th international conference on Natural computation
Supervised learning of local projection kernels
Neurocomputing
Efficient learning and feature selection in high-dimensional regression
Neural Computation
ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I
Learning-based robot vision: principles and applications
Learning-based robot vision: principles and applications
A method for training finite mixture models under a fuzzy clustering principle
Fuzzy Sets and Systems
Dimension reduction for model-based clustering
Statistics and Computing
Probabilistic self-organizing maps for continuous data
IEEE Transactions on Neural Networks
Motion segmentation with missing data using power factorization and GPCA
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Minimum effective dimension for mixtures of subspaces: a robust GPCA algorithm and its applications
CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Local matrix adaptation in topographic neural maps
Neurocomputing
IEEE Transactions on Signal Processing
Robust speaker recognition in cross-channel condition based on Gaussian mixture model
Multimedia Tools and Applications
Realtime performance-based facial animation
ACM SIGGRAPH 2011 papers
A bayesian approach to image-based visual hull reconstruction
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Generalized principal component analysis (GPCA)
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
Matrix-variate and higher-order probabilistic projections
Data Mining and Knowledge Discovery
Improved realtime intrusion detection system
ICONIP'06 Proceedings of the 13th international conference on Neural information processing - Volume Part III
Extending mixtures of multivariate t-factor analyzers
Statistics and Computing
Statistical file matching of flow cytometry data
Journal of Biomedical Informatics
Relevance learning in unsupervised vector quantization based on divergences
WSOM'11 Proceedings of the 8th international conference on Advances in self-organizing maps
Novel approaches for synthesizing video textures
Expert Systems with Applications: An International Journal
Intrinsic dimension estimation by maximum likelihood in isotropic probabilistic PCA
Pattern Recognition Letters
Simultaneous model-based clustering and visualization in the Fisher discriminative subspace
Statistics and Computing
Improved kernel based intrusion detection system
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part II
Supervised learning on local tangent space
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Face recognition from video using the generic shape-illumination manifold
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Gossip-Based greedy gaussian mixture learning
PCI'05 Proceedings of the 10th Panhellenic conference on Advances in Informatics
Image recognition with LPP mixtures
CIS'05 Proceedings of the 2005 international conference on Computational Intelligence and Security - Volume Part I
Machine learning approach to realtime intrusion detection system
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part III
Facial expressions in American sign language: Tracking and recognition
Pattern Recognition
Manifold learning of vector fields
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Similarity measure for vector field learning
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
ISNN'06 Proceedings of the Third international conference on Advances in Neural Networks - Volume Part I
Postsupervised hard c-means classifier
RSCTC'06 Proceedings of the 5th international conference on Rough Sets and Current Trends in Computing
Global coordination based on matrix neural gas for dynamic texture synthesis
ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition
Supervised learning for classification
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Two-tier based intrusion detection system
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Intrinsic dimensionality maps with the PCASOM
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
LPP and LPP mixtures for graph spectral clustering
PSIVT'06 Proceedings of the First Pacific Rim conference on Advances in Image and Video Technology
Object localization by subspace clustering of local descriptors
ICVGIP'06 Proceedings of the 5th Indian conference on Computer Vision, Graphics and Image Processing
Incremental anomaly detection approach for characterizing unusual profiles
Sensor-KDD'08 Proceedings of the Second international conference on Knowledge Discovery from Sensor Data
Human action recognition in videos using hybrid motion features
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Auxiliary variational information maximization for dimensionality reduction
SLSFS'05 Proceedings of the 2005 international conference on Subspace, Latent Structure and Feature Selection
A theoretical investigation of several model selection criteria for dimensionality reduction
Pattern Recognition Letters
A comparative study on TIBA imputation methods in FCMdd-based linear clustering with relational data
Advances in Fuzzy Systems - Special issue on Fuzzy Functions, Relations, and Fuzzy Transforms: Theoretical Aspects and Applications to Fuzzy Systems
Theoretical and practical considerations on the convergence properties of the Fisher-EM algorithm
Journal of Multivariate Analysis
A general framework for subspace detection in unordered multidimensional data
Pattern Recognition
Local and structural consistency for multi-manifold clustering
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
SIAM Journal on Matrix Analysis and Applications
Target reconstruction using manifold-based compressive sensing
IScIDE'11 Proceedings of the Second Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Sparse hidden markov models for surgical gesture classification and skill evaluation
IPCAI'12 Proceedings of the Third international conference on Information Processing in Computer-Assisted Interventions
VISSYM'04 Proceedings of the Sixth Joint Eurographics - IEEE TCVG conference on Visualization
Bayesian Robust PCA of Incomplete Data
Neural Processing Letters
SBM'08 Proceedings of the Fifth Eurographics conference on Sketch-Based Interfaces and Modeling
Hybrid Linear Modeling via Local Best-Fit Flats
International Journal of Computer Vision
Multi-eigenspace learning for video-based face recognition
ICB'07 Proceedings of the 2007 international conference on Advances in Biometrics
Parsimonious Mahalanobis kernel for the classification of high dimensional data
Pattern Recognition
A local distribution net for data clustering
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Joint face alignment: rescue bad alignments with good ones by regularized re-fitting
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part II
Robust and efficient subspace segmentation via least squares regression
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VII
Estimating the total variability space using sparse probabilistic principal component analysis
CCBR'12 Proceedings of the 7th Chinese conference on Biometric Recognition
Clustering and classification via cluster-weighted factor analyzers
Advances in Data Analysis and Classification
Locality-Constrained active appearance model
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
ACCV'12 Proceedings of the 11th international conference on Computer Vision - Volume 2
Learning a subspace for clustering via pattern shrinking
Information Processing and Management: an International Journal
Nonlocal estimation of manifold structure
Neural Computation
Model-based clustering of high-dimensional data streams with online mixture of probabilistic PCA
Advances in Data Analysis and Classification
Using conditional independence for parsimonious model-based Gaussian clustering
Statistics and Computing
Model-based clustering of high-dimensional data: A review
Computational Statistics & Data Analysis
Parsimonious skew mixture models for model-based clustering and classification
Computational Statistics & Data Analysis
Subspace clustering of high-dimensional data: a predictive approach
Data Mining and Knowledge Discovery
Maximum Likelihood Acoustic Factor Analysis Models for Robust Speaker Verification in Noise
IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP)
A LASSO-penalized BIC for mixture model selection
Advances in Data Analysis and Classification
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