Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces
IEEE Transactions on Pattern Analysis and Machine Intelligence
Introduction to statistical pattern recognition (2nd ed.)
Introduction to statistical pattern recognition (2nd ed.)
The nature of statistical learning theory
The nature of statistical learning theory
Using Discriminant Eigenfeatures for Image Retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Matrix computations (3rd ed.)
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Nonlinear component analysis as a kernel eigenvalue problem
Neural Computation
The FERET Evaluation Methodology for Face-Recognition Algorithms
IEEE Transactions on Pattern Analysis and Machine Intelligence
Estimating a Kernel Fisher Discriminant in the Presence of Label Noise
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
IEEE Transactions on Pattern Analysis and Machine Intelligence
Discriminant Analysis of Principal Components for Face Recognition
FG '98 Proceedings of the 3rd. International Conference on Face & Gesture Recognition
Recognition of Handwritten Numerals Using Gabor Features
ICPR '96 Proceedings of the International Conference on Pattern Recognition (ICPR '96) Volume III-Volume 7276 - Volume 7276
Kernel Eigenfaces vs. Kernel Fisherfaces: Face Recognition Using Kernel Methods
FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
Recognizing faces with PCA and ICA
Computer Vision and Image Understanding - Special issue on Face recognition
Generalized Discriminant Analysis Using a Kernel Approach
Neural Computation
Robust coding schemes for indexing and retrieval from large face databases
IEEE Transactions on Image Processing
A shape- and texture-based enhanced Fisher classifier for face recognition
IEEE Transactions on Image Processing
An introduction to kernel-based learning algorithms
IEEE Transactions on Neural Networks
Face recognition using kernel direct discriminant analysis algorithms
IEEE Transactions on Neural Networks
Discriminant Analysis: A Unified Approach
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
IEEE Transactions on Pattern Analysis and Machine Intelligence
Optimal kernel selection in Kernel Fisher discriminant analysis
ICML '06 Proceedings of the 23rd international conference on Machine learning
Null space versus orthogonal linear discriminant analysis
ICML '06 Proceedings of the 23rd international conference on Machine learning
Subclass Discriminant Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Rapid and brief communication: Laplacian linear discriminant analysis
Pattern Recognition
Face recognition using a kernel fractional-step discriminant analysis algorithm
Pattern Recognition
Identification of contributing variables using kernel-based discriminant modeling and reconstruction
Expert Systems with Applications: An International Journal
Computational and Theoretical Analysis of Null Space and Orthogonal Linear Discriminant Analysis
The Journal of Machine Learning Research
Local Discriminant Wavelet Packet Coordinates for Face Recognition
The Journal of Machine Learning Research
IEEE Transactions on Pattern Analysis and Machine Intelligence
Localized versus locality-preserving subspace projections for face recognition
Journal on Image and Video Processing
Letters: Kernel subclass discriminant analysis
Neurocomputing
A two stage algorithm for face recognition: 2DPCA and within-class scatter minimization
SPPR'07 Proceedings of the Fourth conference on IASTED International Conference: Signal Processing, Pattern Recognition, and Applications
Kernel class-wise locality preserving projection
Information Sciences: an International Journal
A Direct Locality Preserving Projections (DLPP) Algorithm for Image Recognition
Neural Processing Letters
A unified framework for semi-supervised dimensionality reduction
Pattern Recognition
Adaptive quasiconformal kernel discriminant analysis
Neurocomputing
Subspace KDA Algorithm for Non-linear Feature Extraction in Face Identification
Computational Intelligence and Security
Face Recognition from a Single Image per Person Using Common Subfaces Method
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Part II--Advances in Neural Networks
A Criterion for Learning the Data-Dependent Kernel for Classification
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Systematic benchmarking of microarray data feature extraction and classification
International Journal of Computer Mathematics
Complete discriminant evaluation and feature extraction in kernel space for face recognition
Machine Vision and Applications
Optimal Local Basis: A Reinforcement Learning Approach for Face Recognition
International Journal of Computer Vision
Weighted locally linear embedding for dimension reduction
Pattern Recognition
An efficient discriminant-based solution for small sample size problem
Pattern Recognition
Tensor linear Laplacian discrimination (TLLD) for feature extraction
Pattern Recognition
Face recognition across pose: A review
Pattern Recognition
A Classification Framework for Large-Scale Face Recognition Systems
ICB '09 Proceedings of the Third International Conference on Advances in Biometrics
A decision-boundary-oriented feature selection method and its application to face recognition
Pattern Recognition Letters
A direct evolutionary feature extraction algorithm for classifying high dimensional data
AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1
A novel kernel-based maximum a posteriori classification method
Neural Networks
Fuzzy linear and nonlinear discriminant analysis algorithms for face recognition
Intelligent Data Analysis
Face Recognition Using ALLE and SIFT for Human Robot Interaction
Proceedings of the FIRA RoboWorld Congress 2009 on Advances in Robotics
Curvelet based face recognition via dimension reduction
Signal Processing
Neighbourhood preserving discriminant embedding in face recognition
Journal of Visual Communication and Image Representation
A complete fuzzy discriminant analysis approach for face recognition
Applied Soft Computing
Face recognition under occlusions and variant expressions with partial similarity
IEEE Transactions on Information Forensics and Security
Fast algorithm for updating the discriminant vectors of dual-space LDA
IEEE Transactions on Information Forensics and Security
Novel multiclass classifiers based on the minimization of the within-class variance
IEEE Transactions on Neural Networks
Discriminant nonnegative tensor factorization algorithms
IEEE Transactions on Neural Networks
Feature extraction by multilayer perceptron: visualization of internal representation of input data
VIIP '07 The Seventh IASTED International Conference on Visualization, Imaging and Image Processing
An MRF-based kernel method for nonlinear feature extraction
Image and Vision Computing
Evolutionary discriminant feature extraction with application to face recognition
EURASIP Journal on Advances in Signal Processing - Special issue on recent advances in biometric systems: a signal processing perspective
Laplacian Discriminant Projection Based on Affinity Propagation
AICI '09 Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence
A two stage algorithm for face recognition: 2DPCA and within-class scatter minimization
SPPRA '07 Proceedings of the Fourth IASTED International Conference on Signal Processing, Pattern Recognition, and Applications
A pre-clustering technique for optimizing subclass discriminant analysis
Pattern Recognition Letters
Prediction of eigenvalues and regularization of eigenfeatures for human face verification
Pattern Recognition Letters
DLDA/QR: a robust direct LDA algorithm for face recognition and its theoretical foundation
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
A variational framework for adaptive satellite images segmentation
SSVM'07 Proceedings of the 1st international conference on Scale space and variational methods in computer vision
On minimum class locality preserving variance support vector machine
Pattern Recognition
Integrating global and local structures in semi-supervised discriminant analysis
IITA'09 Proceedings of the 3rd international conference on Intelligent information technology application
Geodesic discriminant analysis on curved riemannian manifold
FSKD'09 Proceedings of the 6th international conference on Fuzzy systems and knowledge discovery - Volume 5
Fusion of movement specific human identification experts
BioID_MultiComm'09 Proceedings of the 2009 joint COST 2101 and 2102 international conference on Biometric ID management and multimodal communication
Human identification from human movements
ICIP'09 Proceedings of the 16th IEEE international conference on Image processing
Misalignment-robust face recognition
IEEE Transactions on Image Processing
A rank-one update algorithm for fast solving kernel Foley-Sammon optimal discriminant vectors
IEEE Transactions on Neural Networks
Novel maximum-margin training algorithms for supervised neural networks
IEEE Transactions on Neural Networks
Symbolic kernel fisher discriminant method with a new RBF kernel function for face recognition
Machine Graphics & Vision International Journal
Enhanced local texture feature sets for face recognition under difficult lighting conditions
IEEE Transactions on Image Processing
Dimension reduction by a novel unified scheme using divergence analysis and genetic search
Digital Signal Processing
Detecting influential observations in Kernel PCA
Computational Statistics & Data Analysis
Exemplar based Laplacian Discriminant Projection
Expert Systems with Applications: An International Journal
Orientation distance-based discriminative feature extraction for multi-class classification
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Robust kernel discriminant analysis using fuzzy memberships
Pattern Recognition
Visual object tracking via sparse reconstruction
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
Kernel discriminant transformation for image set-based face recognition
Pattern Recognition
SSIP'05 Proceedings of the 5th WSEAS international conference on Signal, speech and image processing
Visual object tracking via sample-based Adaptive Sparse Representation (AdaSR)
Pattern Recognition
Face recognition based on the multi-scale local image structures
Pattern Recognition
Supervised Discriminant Projection with Its Application to Face Recognition
Neural Processing Letters
Face Recognition Using Kernel UDP
Neural Processing Letters
Matrix pattern based minimum within-class scatter support vector machines
Applied Soft Computing
Weighted generalized kernel discriminant analysis using fuzzy memberships
WSEAS Transactions on Mathematics
WSEAS Transactions on Mathematics
On optimizing kernel-based fisher discriminant analysis using prototype reduction schemes
SSPR'06/SPR'06 Proceedings of the 2006 joint IAPR international conference on Structural, Syntactic, and Statistical Pattern Recognition
Gabor feature based classification using LDA/QZ algorithm for face recognition
ICNC'06 Proceedings of the Second international conference on Advances in Natural Computation - Volume Part I
Gabor feature based face recognition using supervised locality preserving projection
ACIVS'06 Proceedings of the 8th international conference on Advanced Concepts For Intelligent Vision Systems
Inter-modality face recognition
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
Extending kernel fisher discriminant analysis with the weighted pairwise chernoff criterion
ECCV'06 Proceedings of the 9th European conference on Computer Vision - Volume Part IV
A testing methodology for face recognition algorithms
MLMI'05 Proceedings of the Second international conference on Machine Learning for Multimodal Interaction
Regularization of LDA for face recognition: a post-processing approach
AMFG'05 Proceedings of the Second international conference on Analysis and Modelling of Faces and Gestures
Face recognition by inverse fisher discriminant features
ICB'06 Proceedings of the 2006 international conference on Advances in Biometrics
Robust linearly optimized discriminant analysis
Neurocomputing
Proceedings of the 4th International Conference on Uniquitous Information Management and Communication
Kernel discriminant analysis for regression problems
Pattern Recognition
Multi-view human movement recognition based on fuzzy distances and linear discriminant analysis
Computer Vision and Image Understanding
A novel LDA approach for high-dimensional data
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
A survey on feature extraction for pattern recognition
Artificial Intelligence Review
Incremental complete LDA for face recognition
Pattern Recognition
Kernel modified quadratic discriminant function for facial expression recognition
IWICPAS'06 Proceedings of the 2006 Advances in Machine Vision, Image Processing, and Pattern Analysis international conference on Intelligent Computing in Pattern Analysis/Synthesis
Kernel fisher LPP for face recognition
MRCS'06 Proceedings of the 2006 international conference on Multimedia Content Representation, Classification and Security
Exemplar based laplacian discriminant projection
ICSI'10 Proceedings of the First international conference on Advances in Swarm Intelligence - Volume Part II
Feature Extraction Using a Complete Kernel Extension of Supervised Graph Embedding
Neural Processing Letters
Incremental learning of complete linear discriminant analysis for face recognition
Knowledge-Based Systems
Directional discriminant analysis based on nearest feature line
ACIIDS'12 Proceedings of the 4th Asian conference on Intelligent Information and Database Systems - Volume Part II
Orthogonal discriminant vector for face recognition across pose
Pattern Recognition
Gabor feature-based fast neighborhood component analysis for face recognition
ICIC'12 Proceedings of the 8th international conference on Intelligent Computing Theories and Applications
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Wireless Personal Communications: An International Journal
Information Sciences: an International Journal
Subspace regularized linear discriminant analysis for small sample size problems
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part IV
Stability of dimensionality reduction methods applied on artificial hyperspectral images
ICCVG'12 Proceedings of the 2012 international conference on Computer Vision and Graphics
Local Linear Regression on Hybrid Eigenfaces for Pose Invariant Face Recognition
International Journal of Computer Vision and Image Processing
Super-class Discriminant Analysis: A novel solution for heteroscedasticity
Pattern Recognition Letters
A novel unconstrained correlation filter and its application in face recognition
IScIDE'12 Proceedings of the third Sino-foreign-interchange conference on Intelligent Science and Intelligent Data Engineering
Generalization of linear discriminant analysis using Lp-norm
Pattern Recognition Letters
Face recognition using Gabor-based direct linear discriminant analysis and support vector machine
Computers and Electrical Engineering
Using robust dispersion estimation in support vector machines
Pattern Recognition
Computers & Mathematics with Applications
Regularized discriminant entropy analysis
Pattern Recognition
Discriminative Orthogonal Nonnegative matrix factorization with flexibility for data representation
Expert Systems with Applications: An International Journal
Global plus local: A complete framework for feature extraction and recognition
Pattern Recognition
A Rayleigh-Ritz style method for large-scale discriminant analysis
Pattern Recognition
Rough set based pose invariant face recognition with mug shot images
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Uniform Local Derivative Patterns and Their Application in Face Recognition
Journal of Signal Processing Systems
Soft label based Linear Discriminant Analysis for image recognition and retrieval
Computer Vision and Image Understanding
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This paper examines the theory of kernel Fisher discriminant analysis (KFD) in a Hilbert space and develops a two-phase KFD framework, i.e., kernel principal component analysis (KPCA) plus Fisher linear discriminant analysis (LDA). This framework provides novel insights into the nature of KFD. Based on this framework, the authors propose a complete kernel Fisher discriminant analysis (CKFD) algorithm. CKFD can be used to carry out discriminant analysis in "double discriminant subspaces.驴 The fact that, it can make full use of two kinds of discriminant information, regular and irregular, makes CKFD a more powerful discriminator. The proposed algorithm was tested and evaluated using the FERET face database and the CENPARMI handwritten numeral database. The experimental results show that CKFD outperforms other KFD algorithms.