Semantic manifold learning for image retrieval
Proceedings of the 13th annual ACM international conference on Multimedia
Learning image manifolds by semantic subspace projection
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Discriminant neighborhood embedding for classification
Pattern Recognition
Neighborhood discriminant projection for face recognition
Pattern Recognition Letters
IEEE Transactions on Pattern Analysis and Machine Intelligence
Optimal dimensionality of metric space for classification
Proceedings of the 24th international conference on Machine learning
Metric learning by discriminant neighborhood embedding
Pattern Recognition
Solution for supervised graph embedding: A case study
Signal Processing
Relevance aggregation projections for image retrieval
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Multiple feature fusion by subspace learning
CIVR '08 Proceedings of the 2008 international conference on Content-based image and video retrieval
Semi-supervised sub-manifold discriminant analysis
Pattern Recognition Letters
Extracting the optimal dimensionality for local tensor discriminant analysis
Pattern Recognition
Discriminatively regularized least-squares classification
Pattern Recognition
General Solution for Supervised Graph Embedding
ECML '07 Proceedings of the 18th European conference on Machine Learning
A New Solution Scheme of Unsupervised Locality Preserving Projection Method for the SSS Problem
SSPR & SPR '08 Proceedings of the 2008 Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition
An efficient discriminant-based solution for small sample size problem
Pattern Recognition
Emerging Trends in Visual Computing
Feature extraction based on Laplacian bidirectional maximum margin criterion
Pattern Recognition
Enhanced graph-based dimensionality reduction with repulsion Laplaceans
Pattern Recognition
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
Locality sensitive discriminant analysis
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
Proximal support vector machine using local information
Neurocomputing
Ubiquitously supervised subspace learning
IEEE Transactions on Image Processing
Graph embedding with constraints
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Uncorrelated discriminant simplex analysis for view-invariant gait signal computing
Pattern Recognition Letters
Sparsity preserving discriminant analysis for single training image face recognition
Pattern Recognition Letters
Constrained Laplacian Eigenmap for dimensionality reduction
Neurocomputing
Graph-optimized locality preserving projections
Pattern Recognition
A pre-clustering technique for optimizing subclass discriminant analysis
Pattern Recognition Letters
A doubly weighted approach for appearance-based subspace learning methods
IEEE Transactions on Information Forensics and Security
Active reranking for web image search
IEEE Transactions on Image Processing
A unified framework of subspace and distance metric learning for face recognition
AMFG'07 Proceedings of the 3rd international conference on Analysis and modeling of faces and gestures
Analyzing facial expression by fusing manifolds
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Discriminant clustering embedding for face recognition with image sets
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Semantic discriminative projections for image retrieval
AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
Misalignment-robust face recognition
IEEE Transactions on Image Processing
Regularized locality preserving projections and its extensions for face recognition
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics - Special issue on game theory
Generalized re-weighting local sampling mean discriminant analysis
Pattern Recognition
Pattern Recognition Letters
On design and optimization of face verification systems that are smart-card based
Machine Vision and Applications - Integrated Imaging and Vision Techniques for Industrial Inspection
LPP solution schemes for use with face recognition
Pattern Recognition
Push-Pull marginal discriminant analysis for feature extraction
Pattern Recognition Letters
IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews
Face recognition using null space-based local discriminant embedding
ICIC'06 Proceedings of the 2006 international conference on Intelligent computing: Part II
Plant classification using leaf image based on 2D linear discriminant analysis
ICIC'10 Proceedings of the 6th international conference on Advanced intelligent computing theories and applications: intelligent computing
Gabor feature based sparse representation for face recognition with gabor occlusion dictionary
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Robust head pose estimation using supervised manifold learning
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part VI
Manifold learning for biomarker discovery in MR imaging
MLMI'10 Proceedings of the First international conference on Machine learning in medical imaging
Tensor distance based multilinear locality-preserved maximum information embedding
IEEE Transactions on Neural Networks
Semi-supervised locally discriminant projection for classification and recognition
Knowledge-Based Systems
Feature Extraction Using Laplacian Maximum Margin Criterion
Neural Processing Letters
A multi-manifold discriminant analysis method for image feature extraction
Pattern Recognition
An optimization criterion for generalized marginal Fisher analysis on undersampled problems
International Journal of Automation and Computing
Supervised optimal locality preserving projection
Pattern Recognition
Face Recognition Using Kernel UDP
Neural Processing Letters
Operators for transforming kernels into quasi-local kernels that improve SVM accuracy
Journal of Intelligent Information Systems
Investigation of supervised dimensionality reduction methods for phonetic classification
Proceedings of the Third International Conference on Internet Multimedia Computing and Service
Class mean embedding for face recognition
Artificial Intelligence Review
The Trace Ratio Optimization Problem for Dimensionality Reduction
SIAM Journal on Matrix Analysis and Applications
Extraction of discriminative manifold for face recognition
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Pattern Recognition Letters
Feature Extraction Using a Complete Kernel Extension of Supervised Graph Embedding
Neural Processing Letters
Enhanced fisher discriminant criterion for image recognition
Pattern Recognition
Face recognition using Elasticfaces
Pattern Recognition
Orthogonal discriminant vector for face recognition across pose
Pattern Recognition
Generalized local discriminant embedding for face recognition
ICIAR'12 Proceedings of the 9th international conference on Image Analysis and Recognition - Volume Part II
The maximized discriminative subspace for manifold learning problem
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Towards the Optimal Discriminant Subspace
WI-IAT '12 Proceedings of the The 2012 IEEE/WIC/ACM International Joint Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Feature Extraction Based on Maximum Nearest Subspace Margin Criterion
Neural Processing Letters
Parameterless Local Discriminant Embedding
Neural Processing Letters
Multi-view embedding learning for incompletely labeled data
IJCAI'13 Proceedings of the Twenty-Third international joint conference on Artificial Intelligence
Expert Systems with Applications: An International Journal
Local maximal margin discriminant embedding for face recognition
Journal of Visual Communication and Image Representation
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We present a new approach, called local discriminant embedding (LDE), to manifold learning and pattern classification. In our framework, the neighbor and class relations of data are used to construct the embedding for classification problems. The proposed algorithm learns the embedding for the submanifold of each class by solving an optimization problem. After being embedded into a low-dimensional subspace, data points of the same class maintain their intrinsic neighbor relations, whereas neighboring points of different classes no longer stick to one another. Via embedding, new test data are thus more reliably classified by the nearest neighbor rule, owing to the locally discriminating nature. We also describe two useful variants: two-dimensional LDE and kernel LDE. Comprehensive comparisons and extensive experiments on face recognition are included to demonstrate the effectiveness of our method.