Neighborhood discriminant projection for face recognition
Pattern Recognition Letters
Locally adaptive subspace and similarity metric learning for visual data clustering and retrieval
Computer Vision and Image Understanding
Discriminatively regularized least-squares classification
Pattern Recognition
Kernel Fisher NPE for Face Recognition
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
Facial Expression Analysis on Semantic Neighborhood Preserving Embedding
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
A Supervised Subspace Learning Algorithm: Supervised Neighborhood Preserving Embedding
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Tracking articulated objects by learning intrinsic structure of motion
Pattern Recognition Letters
Discriminant Analysis Methods for Microarray Data Classification
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
A multiexpert collaborative biometric system for people identification
Journal of Visual Languages and Computing
Evolutionary fuzzy discriminant analysis feature projection technique in myoelectric control
Pattern Recognition Letters
Local linear transformation embedding
Neurocomputing
Normal maps vs. visible images: Comparing classifiers and combining modalities
Journal of Visual Languages and Computing
Audio-visual human recognition using semi-supervised spectral learning and hidden Markov models
Journal of Visual Languages and Computing
Input Decimated Ensemble based on Neighborhood Preserving Embedding for spectrogram classification
Expert Systems with Applications: An International Journal
Action recognition feedback-based framework for human pose reconstruction from monocular images
Pattern Recognition Letters
Sparsity preserving projections with applications to face recognition
Pattern Recognition
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Semi-supervised Discriminant Analysis Based on Dependence Estimation
ADMA '09 Proceedings of the 5th International Conference on Advanced Data Mining and Applications
A Self-updating Multiexpert System for Face Identification
ICIAP '09 Proceedings of the 15th International Conference on Image Analysis and Processing
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Neighbourhood preserving discriminant embedding in face recognition
Journal of Visual Communication and Image Representation
Ubiquitously supervised subspace learning
IEEE Transactions on Image Processing
Complete neighborhood preserving embedding for face recognition
Pattern Recognition
Graph embedding with constraints
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Mutual Neighborhood Based Discriminant Projection for Face Recognition
PReMI '09 Proceedings of the 3rd International Conference on Pattern Recognition and Machine Intelligence
Coding of amino acids by texture descriptors
Artificial Intelligence in Medicine
Document categorization algorithm based on kernel NPE
CCDC'09 Proceedings of the 21st annual international conference on Chinese control and decision conference
Bidirectional visible neighborhood preserving embedding
Proceedings of the First International Conference on Internet Multimedia Computing and Service
Distance approximating dimension reduction of Riemannian manifolds
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Discriminative orthogonal neighborhood-preserving projections for classification
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Biased discriminant euclidean embedding for content-based image retrieval
IEEE Transactions on Image Processing
Outlier-resisting graph embedding
Neurocomputing
Graph-optimized locality preserving projections
Pattern Recognition
Locality preserving fisher discriminant analysis for face recognition
ICIC'09 Proceedings of the 5th international conference on Emerging intelligent computing technology and applications
Discrminative geometry preserving projections
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Learning with l1-graph for image analysis
IEEE Transactions on Image Processing
Biologically inspired feature manifold for scene classification
IEEE Transactions on Image Processing
Feature extraction by learning Lorentzian metric tensor and its extensions
Pattern Recognition
Two-dimensional supervised local similarity and diversity projection
Pattern Recognition
Face recognition using Intrinsicfaces
Pattern Recognition
Efficient face recognition using tensor subspace regression
Neurocomputing
Automatic configuration of spectral dimensionality reduction methods
Pattern Recognition Letters
Pattern Recognition Letters
Supervised manifold learning for image and video classification
Proceedings of the international conference on Multimedia
Robust head pose estimation using supervised manifold learning
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Decision fusion for urine particle classification in multispectral images
Proceedings of the Seventh Indian Conference on Computer Vision, Graphics and Image Processing
Orthogonal local spline discriminant projection with application to face recognition
Pattern Recognition Letters
Contextual constraints based linear discriminant analysis
Pattern Recognition Letters
Semi-supervised classification by local coordination
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: models and applications - Volume Part II
Face recognition using sparse representations and manifold learning
ISVC'10 Proceedings of the 6th international conference on Advances in visual computing - Volume Part I
Tensor-based locally maximum margin classifier for image and video classification
Computer Vision and Image Understanding
A rotation invariant face recognition method based on complex network
CIARP'10 Proceedings of the 15th Iberoamerican congress conference on Progress in pattern recognition, image analysis, computer vision, and applications
Neurocomputing
Neighborhood preserving regression for image retrieval
Neurocomputing
ACCV'10 Proceedings of the 10th Asian conference on Computer vision - Volume Part III
Manifold elastic net: a unified framework for sparse dimension reduction
Data Mining and Knowledge Discovery
Locally linear embedding: a survey
Artificial Intelligence Review
Transfer latent variable model based on divergence analysis
Pattern Recognition
Kernel Discriminant Embedding in face recognition
Journal of Visual Communication and Image Representation
Local block representation for face recognition
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part II
Linear discriminant dimensionality reduction
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Learning neighborhood discriminative manifolds for video-based face recognition
ICIAP'11 Proceedings of the 16th international conference on Image analysis and processing: Part I
Human action recognition based on random spectral regression
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
A study of embedding methods under the evidence accumulation framework
SIMBAD'11 Proceedings of the First international conference on Similarity-based pattern recognition
A very high performing system to discriminate tissues in mammograms as benign and malignant
Expert Systems with Applications: An International Journal
Graph optimization for dimensionality reduction with sparsity constraints
Pattern Recognition
Survey on LBP based texture descriptors for image classification
Expert Systems with Applications: An International Journal
Ear recognition based on local information fusion
Pattern Recognition Letters
A new subspace analysis approach based on laplacianfaces
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Structured sparse linear graph embedding
Neural Networks
A supervised non-linear dimensionality reduction approach for manifold learning
Pattern Recognition
Lorentzian discriminant projection and its applications
ACCV'09 Proceedings of the 9th Asian conference on Computer Vision - Volume Part III
Pattern Recognition Letters
A general framework for dimensionality-reducing data visualization mapping
Neural Computation
Gene Classification Using Parameter-Free Semi-Supervised Manifold Learning
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Feature Extraction Using a Complete Kernel Extension of Supervised Graph Embedding
Neural Processing Letters
Face recognition using discriminant sparsity neighborhood preserving embedding
Knowledge-Based Systems
Expert Systems with Applications: An International Journal
Face recognition using Elasticfaces
Pattern Recognition
Joint feature selection and subspace learning
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
A novel maximum margin neighborhood preserving embedding for face recognition
Future Generation Computer Systems
Orthogonal discriminant vector for face recognition across pose
Pattern Recognition
Robust sparse bounding sphere for 3D face recognition
Image and Vision Computing
Tensor rank one differential graph preserving analysis for facial expression recognition
Image and Vision Computing
Joint geometry and variability for image recognition
Neurocomputing
Neurocomputing
Dual-force metric learning for robust distracter-resistant tracker
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I
Hypergraph spectra for semi-supervised feature selection
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Sparse discriminating neighborhood preserving embedding
AICI'12 Proceedings of the 4th international conference on Artificial Intelligence and Computational Intelligence
Supervised sparse patch coding towards misalignment-robust face recognition
Journal of Visual Communication and Image Representation
A Semi-Supervised Metric Learning for Content-Based Image Retrieval
International Journal of Computer Vision and Image Processing
Minimum-maximum local structure information for feature selection
Pattern Recognition Letters
Ordinal regularized manifold feature extraction for image ranking
Signal Processing
Learning compact representation for image with tensor manifold perspective
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Feature extraction using two-dimensional neighborhood margin and variation embedding
Computer Vision and Image Understanding
Muscle computer interfaces for driver distraction reduction
Computer Methods and Programs in Biomedicine
Modeling hidden topics with dual local consistency for image analysis
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part I
Sparsity sharing embedding for face verification
ACCV'12 Proceedings of the 11th Asian conference on Computer Vision - Volume Part II
Large Margin Subspace Learning for feature selection
Pattern Recognition
Structure preserving non-negative matrix factorization for dimensionality reduction
Computer Vision and Image Understanding
Feature Extraction Based on Maximum Nearest Subspace Margin Criterion
Neural Processing Letters
Face recognition with enhanced local directional patterns
Neurocomputing
Robust frontal view search using extended manifold learning
Journal of Visual Communication and Image Representation
Tumor gene expressive data classification based on locally linear representation fisher criterion
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Inductive manifold learning using structured support vector machine
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Hybrid structure for robust dimensionality reduction
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Dimensionality reduction with adaptive graph
Frontiers of Computer Science: Selected Publications from Chinese Universities
Joint Laplacian feature weights learning
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Double linear regressions for single labeled image per person face recognition
Pattern Recognition
Tapkee: an efficient dimension reduction library
The Journal of Machine Learning Research
Low-resolution face recognition: a review
The Visual Computer: International Journal of Computer Graphics
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Recently there has been a lot of interest in geometrically motivated approaches to data analysis in high dimensional spaces. We consider the case where data is drawn from sampling a probability distribution that has support on or near a submanifold of Euclidean space. In this paper, we propose a novel subspace learning algorithm called Neighborhood Preserving Embedding (NPE). Different from Principal Component Analysis (PCA) which aims at preserving the global Euclidean structure, NPE aims at preserving the local neighborhood structure on the data manifold. Therefore, NPE is less sensitive to outliers than PCA. Also, comparing to the recently proposed manifold learning algorithms such as Isomap and Locally Linear Embedding, NPE is defined everywhere, rather than only on the training data points. Furthermore, NPE may be conducted in the original space or in the reproducing kernel Hilbert space into which data points are mapped. This gives rise to kernel NPE. Several experiments on face database demonstrate the effectiveness of our algorithm.