Application of the Karhunen-Loève Expansion to Feature Selection and Ordering
IEEE Transactions on Computers
Interactive Pattern Analysis and Classification
IEEE Transactions on Computers
IEEE Transactions on Computers
Weak Orthogonalization of Face and Perturbation for Recognition
CVPR '98 Proceedings of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition
Recognition of Printed Amharic Documents
ICDAR '05 Proceedings of the Eighth International Conference on Document Analysis and Recognition
Feature Reduction via Generalized Uncorrelated Linear Discriminant Analysis
IEEE Transactions on Knowledge and Data Engineering
Rotation Forest: A New Classifier Ensemble Method
IEEE Transactions on Pattern Analysis and Machine Intelligence
Face recognition based on discriminant fractional Fourier feature extraction
Pattern Recognition Letters
Rapid and brief communication: Null Foley-Sammon transform
Pattern Recognition
A Declustering Criterion for Feature Extraction in Pattern Recognition
IEEE Transactions on Computers
On the Discriminant Vector Method of Feature Selection
IEEE Transactions on Computers
Recursive Methods for Matrix Inversion in Pattern Recognition Environments
IEEE Transactions on Computers
Affine Feature Extraction: A Generalization of the Fukunaga-Koontz Transformation
MLDM '07 Proceedings of the 5th international conference on Machine Learning and Data Mining in Pattern Recognition
Affine feature extraction: A generalization of the Fukunaga-Koontz transformation
Engineering Applications of Artificial Intelligence
Linear boundary discriminant analysis
Pattern Recognition
Kernel Generalized Foley-Sammon Transform with Cluster-Weighted
ICIC '07 Proceedings of the 3rd International Conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications. With Aspects of Artificial Intelligence
A new discriminant analysis based on boundary/non-boundary pattern separation
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks
An experimental study on rotation forest ensembles
MCS'07 Proceedings of the 7th international conference on Multiple classifier systems
A rank-one update algorithm for fast solving kernel Foley-Sammon optimal discriminant vectors
IEEE Transactions on Neural Networks
Journal of Intelligent Manufacturing
Uncorrelated trace ratio linear discriminant analysis for undersampled problems
Pattern Recognition Letters
Fast Algorithms for the Generalized Foley-Sammon Discriminant Analysis
SIAM Journal on Matrix Analysis and Applications
Orthogonal Complete Discriminant Locality Preserving Projections for Face Recognition
Neural Processing Letters
An improvement to matrix-based LDA
AICI'11 Proceedings of the Third international conference on Artificial intelligence and computational intelligence - Volume Part III
WSEAS Transactions on Mathematics
Color face recognition based on statistically orthogonal analysis of projection transforms
CCBR'11 Proceedings of the 6th Chinese conference on Biometric recognition
Line-based PCA and LDA approaches for face recognition
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II
Simultaneous model-based clustering and visualization in the Fisher discriminative subspace
Statistics and Computing
Generalized foley-sammon transform with kernels
ISNN'05 Proceedings of the Second international conference on Advances in Neural Networks - Volume Part I
New feature extraction approaches for face recognition
AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence
Discriminative common images for face recognition
ICANN'05 Proceedings of the 15th international conference on Artificial Neural Networks: biological Inspirations - Volume Part I
Two-Dimensional fisher discriminant analysis and its application to face recognition
ACCV'06 Proceedings of the 7th Asian conference on Computer Vision - Volume Part I
Accuracy of MLP based data visualization used in oil prices forecasting task
ICIAP'05 Proceedings of the 13th international conference on Image Analysis and Processing
SINOBIOMETRICS'04 Proceedings of the 5th Chinese conference on Advances in Biometric Person Authentication
Block LDA for face recognition
IWANN'05 Proceedings of the 8th international conference on Artificial Neural Networks: computational Intelligence and Bioinspired Systems
Wrist pulse diagnosis using LDA
ICMB'10 Proceedings of the Second international conference on Medical Biometrics
Theoretical and practical considerations on the convergence properties of the Fisher-EM algorithm
Journal of Multivariate Analysis
Computational Optimization and Applications
Model-based clustering of high-dimensional data: A review
Computational Statistics & Data Analysis
| Hi-index | 14.99 |
A new method for the extraction of features in a two-class pattern recognition problem is derived. The main advantage is that the method for selecting features is based entirely upon discrimination or separability as opposed to the more common approach of fitting. The classical example of fitting is the use of the eigenvectors of the lumped covariance matrix corresponding to the largest eigenvalues. In an analogous manner, the new technique selects discriminant vectors (or features) corresponding to the largest "discrim-values." The new method is compared to some of the more popular alternative techniques via both data-dependent and mathematical examples. In addition, a recursive method for obtaining the discriminant vectors is given.