The FERET Evaluation Methodology for Face-Recognition Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Manifold Pursuit: A New Approach to Appearance Based Recognition
ICPR '02 Proceedings of the 16 th International Conference on Pattern Recognition (ICPR'02) Volume 3 - Volume 3
AMFG '03 Proceedings of the IEEE International Workshop on Analysis and Modeling of Faces and Gestures
Learning a Locality Preserving Subspace for Visual Recognition
ICCV '03 Proceedings of the Ninth IEEE International Conference on Computer Vision - Volume 2
Two-Dimensional PCA: A New Approach to Appearance-Based Face Representation and Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Locality preserving indexing for document representation
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Incremental semi-supervised subspace learning for image retrieval
Proceedings of the 12th annual ACM international conference on Multimedia
Face Recognition Using Laplacianfaces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Graph Embedding: A General Framework for Dimensionality Reduction
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Local Discriminant Embedding and Its Variants
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 2 - Volume 02
Orthogonal locality preserving indexing
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Document Clustering Using Locality Preserving Indexing
IEEE Transactions on Knowledge and Data Engineering
Statistical and computational analysis of locality preserving projection
ICML '05 Proceedings of the 22nd international conference on Machine learning
Regularized Locality Preserving Learning of Pre-Image Problem in Kernel Principal Component Analysis
ICPR '06 Proceedings of the 18th International Conference on Pattern Recognition - Volume 02
Graph Embedding and Extensions: A General Framework for Dimensionality Reduction
IEEE Transactions on Pattern Analysis and Machine Intelligence
A fast kernel-based nonlinear discriminant analysis for multi-class problems
Pattern Recognition
IEEE Transactions on Pattern Analysis and Machine Intelligence
Kernel class-wise locality preserving projection
Information Sciences: an International Journal
Down-Sampling Face Images and Low-Resolution Face Recognition
ICICIC '08 Proceedings of the 2008 3rd International Conference on Innovative Computing Information and Control
A feature extraction method for use with bimodal biometrics
Pattern Recognition
Short Communication: A novel local preserving projection scheme for use with face recognition
Expert Systems with Applications: An International Journal
Video-based face recognition using probabilistic appearance manifolds
CVPR'03 Proceedings of the 2003 IEEE computer society conference on Computer vision and pattern recognition
A Multiple Maximum Scatter Difference Discriminant Criterion for Facial Feature Extraction
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A structure-preserved local matching approach for face recognition
Pattern Recognition Letters
A multi-manifold discriminant analysis method for image feature extraction
Pattern Recognition
The analysis of parameters t and k of LPP on several famous face databases
ICSI'11 Proceedings of the Second international conference on Advances in swarm intelligence - Volume Part II
An improvement to matrix-based LDA
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
Weighted principal component analysis
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
A supervised non-linear dimensionality reduction approach for manifold learning
Pattern Recognition
Multispectral palmprint recognition using Image-Based Linear Discriminant Analysis
International Journal of Biometrics
Face recognition by using overlapping block discriminative common vectors
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
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
Using the idea of the sparse representation to perform coarse-to-fine face recognition
Information Sciences: an International Journal
Robust face recognition using the GAP feature
Pattern Recognition
Dimension reduction methods for image pattern recognition
SIMBAD'13 Proceedings of the Second international conference on Similarity-Based Pattern Recognition
Embedding new observations via sparse-coding for non-linear manifold learning
Pattern Recognition
Local maximal margin discriminant embedding for face recognition
Journal of Visual Communication and Image Representation
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Locality preserving projection (LPP) is a manifold learning method widely used in pattern recognition and computer vision. The face recognition application of LPP is known to suffer from a number of problems including the small sample size (SSS) problem, the fact that it might produce statistically identical transform results for neighboring samples, and that its classification performance seems to be heavily influenced by its parameters. In this paper, we propose three novel solution schemes for LPP. Experimental results also show that the proposed LPP solution scheme is able to classify much more accurately than conventional LPP and to obtain a classification performance that is only little influenced by the definition of neighbor samples.