Laplacian Discriminant Projection Based on Affinity Propagation

Authors:
Xueping Chang;Zhonglong Zheng
Affiliations:
Department of Computer Science, Zhejiang Normal University, Zhejiang, China;Department of Computer Science, Zhejiang Normal University, Zhejiang, China
Venue:
AICI '09 Proceedings of the International Conference on Artificial Intelligence and Computational Intelligence
Year:
2009

Citing 17
Cited 1

Introduction to statistical pattern recognition (2nd ed.)

Introduction to statistical pattern recognition (2nd ed.)
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection

IEEE Transactions on Pattern Analysis and Machine Intelligence
Laplacian Eigenmaps for dimensionality reduction and data representation

Neural Computation
The CMU Pose, Illumination, and Expression (PIE) Database

FGR '02 Proceedings of the Fifth IEEE International Conference on Automatic Face and Gesture Recognition
A Unified Framework for Subspace Face Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence
KPCA Plus LDA: A Complete Kernel Fisher Discriminant Framework for Feature Extraction and Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence
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
Where Are Linear Feature Extraction Methods Applicable?

IEEE Transactions on Pattern Analysis and Machine Intelligence
Capitalize on Dimensionality Increasing Techniques for Improving Face Recognition Grand Challenge Performance

IEEE Transactions on Pattern Analysis and Machine Intelligence
Random Sampling for Subspace Face Recognition

International Journal of Computer Vision
Graph Embedding and Extensions: A General Framework for Dimensionality Reduction

IEEE Transactions on Pattern Analysis and Machine Intelligence
Eigenfaces for recognition

Journal of Cognitive Neuroscience
Distance Metric Learning for Large Margin Nearest Neighbor Classification

The Journal of Machine Learning Research
Neighborhood MinMax projections

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Dual-space linear discriminant analysis for face recognition

CVPR'04 Proceedings of the 2004 IEEE computer society conference on Computer vision and pattern recognition
Generalizing discriminant analysis using the generalized singular value decomposition

IEEE Transactions on Pattern Analysis and Machine Intelligence

Fast algorithm for affinity propagation

IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three

Quantified Score

Hi-index	0.00

Visualization

Abstract

The paper proposes a new algorithm for supervised dimensionality reduction, called Laplacian Discriminant Projection based on Affinity Propagation (APLDP). APLDP defines three scatter matrices using similarities based on representative exemplars which are found by Affinity Propagation Clustering . After linear transformation, the considered pairwise samples within the same exemplar subset and the same class are as close as possible, while those exemplars between classes are as far as possible. The experiments on several data sets demonstrate the competence of APLDP.