Feature Reduction via Generalized Uncorrelated Linear Discriminant Analysis
IEEE Transactions on Knowledge and Data Engineering
Efficient model selection for regularized linear discriminant analysis
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Computational and Theoretical Analysis of Null Space and Orthogonal Linear Discriminant Analysis
The Journal of Machine Learning Research
Bilinear Discriminant Component Analysis
The Journal of Machine Learning Research
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Whitened LDA for face recognition
Proceedings of the 6th ACM international conference on Image and video retrieval
SRDA: An Efficient Algorithm for Large-Scale Discriminant Analysis
IEEE Transactions on Knowledge and Data Engineering
ACM Transactions on Knowledge Discovery from Data (TKDD)
Unified eigen analysis on multivariate Gaussian based estimation of distribution algorithms
Information Sciences: an International Journal
Solution for supervised graph embedding: A case study
Signal Processing
Comments on the Complete Characterization of a Family of Solutions to a Generalized Fisher Criterion
The Journal of Machine Learning Research
Multi-class Discriminant Kernel Learning via Convex Programming
The Journal of Machine Learning Research
Extracting shared subspace for multi-label classification
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Identifying biologically relevant genes via multiple heterogeneous data sources
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
A note on two-dimensional linear discriminant analysis
Pattern Recognition Letters
Gene Selection for Microarray Data by a LDA-Based Genetic Algorithm
PRIB '08 Proceedings of the Third IAPR International Conference on Pattern Recognition in Bioinformatics
Evolutionary fuzzy discriminant analysis feature projection technique in myoelectric control
Pattern Recognition Letters
Semi-supervised orthogonal discriminant analysis via label propagation
Pattern Recognition
IEEE Transactions on Neural Networks
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Laplacian Linear Discriminant Analysis Approach to Unsupervised Feature Selection
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
A new and fast implementation for null space based linear discriminant analysis
Pattern Recognition
Face recognition using dual-tree complex wavelet features
IEEE Transactions on Image Processing
A shared-subspace learning framework for multi-label classification
ACM Transactions on Knowledge Discovery from Data (TKDD)
An adaptive nonparametric discriminant analysis method and its application to face recognition
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part II
Orthogonal linear discriminant analysis and feature selection for micro-array data classification
Expert Systems with Applications: An International Journal
A rank-one update algorithm for fast solving kernel Foley-Sammon optimal discriminant vectors
IEEE Transactions on Neural Networks
Face recognition using Intrinsicfaces
Pattern Recognition
A scalable two-stage approach for a class of dimensionality reduction techniques
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Pattern Recognition Letters
Improved direct LDA and its application to DNA microarray gene expression data
Pattern Recognition Letters
Uncorrelated trace ratio linear discriminant analysis for undersampled problems
Pattern Recognition Letters
Orthogonal local spline discriminant projection with application to face recognition
Pattern Recognition Letters
Fast Algorithms for the Generalized Foley-Sammon Discriminant Analysis
SIAM Journal on Matrix Analysis and Applications
A New and Fast Orthogonal Linear Discriminant Analysis on Undersampled Problems
SIAM Journal on Scientific Computing
Discriminant orthogonal rank-one tensor projections for face recognition
ACIIDS'11 Proceedings of the Third international conference on Intelligent information and database systems - Volume Part II
Orthogonal Complete Discriminant Locality Preserving Projections for Face Recognition
Neural Processing Letters
An optimization criterion for generalized marginal Fisher analysis on undersampled problems
International Journal of Automation and Computing
Linear discriminant dimensionality reduction
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Least squares online linear discriminant analysis
Expert Systems with Applications: An International Journal
Simultaneous model-based clustering and visualization in the Fisher discriminative subspace
Statistics and Computing
Kernel uncorrelated discriminant analysis for radar target recognition
ICONIP'06 Proceedings of the 13th international conference on Neural Information Processing - Volume Part II
Robust linearly optimized discriminant analysis
Neurocomputing
Swarm based fuzzy discriminant analysis for multifunction prosthesis control
ANNPR'10 Proceedings of the 4th IAPR TC3 conference on Artificial Neural Networks in Pattern Recognition
Analysis of Correlation Based Dimension Reduction Methods
International Journal of Applied Mathematics and Computer Science - Issues in Advanced Control and Diagnosis
Feature extraction using a fast null space based linear discriminant analysis algorithm
Information Sciences: an International Journal
Regularized orthogonal linear discriminant analysis
Pattern Recognition
Using Clustering and Metric Learning to Improve Science Return of Remote Sensed Imagery
ACM Transactions on Intelligent Systems and Technology (TIST)
A two-stage linear discriminant analysis for face-recognition
Pattern Recognition Letters
International Journal of Artificial Intelligence and Soft Computing
Equivalence Between LDA/QR and Direct LDA
International Journal of Cognitive Informatics and Natural Intelligence
Muscle computer interfaces for driver distraction reduction
Computer Methods and Programs in Biomedicine
Exploiting fisher and fukunaga-koontz transforms in chernoff dimensionality reduction
ACM Transactions on Knowledge Discovery from Data (TKDD)
Engineering Applications of Artificial Intelligence
Dimensionality reduction for microarray data using local mean based discriminant analysis
ICIC'13 Proceedings of the 9th international conference on Intelligent Computing Theories and Technology
Regularized discriminant entropy analysis
Pattern Recognition
A Rayleigh-Ritz style method for large-scale discriminant analysis
Pattern Recognition
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A generalized discriminant analysis based on a new optimization criterion is presented. The criterion extends the optimization criteria of the classical Linear Discriminant Analysis (LDA) when the scatter matrices are singular. An efficient algorithm for the new optimization problem is presented.The solutions to the proposed criterion form a family of algorithms for generalized LDA, which can be characterized in a closed form. We study two specific algorithms, namely Uncorrelated LDA (ULDA) and Orthogonal LDA (OLDA). ULDA was previously proposed for feature extraction and dimension reduction, whereas OLDA is a novel algorithm proposed in this paper. The features in the reduced space of ULDA are uncorrelated, while the discriminant vectors of OLDA are orthogonal to each other. We have conducted a comparative study on a variety of real-world data sets to evaluate ULDA and OLDA in terms of classification accuracy.