K-local hyperplane distance nearest neighbor classifier oriented local discriminant analysis

Information Sciences

Volumn 232, Issue , 2013, Pages 11-26

  Xu, Jie ^a,b   Yang, Jian ^a   Lai, Zhihui ^c  

^a NANJING UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^b SHAOGUAN UNIVERSITY   (China)

^c HARBIN INSTITUTE OF TECHNOLOGY   (China)

Author keywords

Discriminant analysis; HKNN classifier; Pattern recognition system; Regularization

Indexed keywords

DISCRIMINANT ANALYSIS MODEL; FEATURE EXTRACTION AND CLASSIFICATION; FEATURE EXTRACTOR; K NEAREST NEIGHBOR ALGORITHM; K-LOCAL HYPERPLANE; LOCAL DISCRIMINANT ANALYSIS; NEAREST NEIGHBOR CLASSIFIER; REGULARIZATION;

ALGORITHMS; FEATURE EXTRACTION; GEOMETRY; PATTERN RECOGNITION SYSTEMS;

DISCRIMINANT ANALYSIS;

EID: 84875453568     PISSN: 00200255     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ins.2012.12.045     Document Type: Article

References (37)

1. P.N. Belhumeur, J.P. Hespanha, and D.J. Kriegman Eigenfaces vs. fisherfaces: recognition using class specific linear projection IEEE Transactions on Pattern Analysis and Machine Intelligence 19 1997 711 720
2. H. Cheng, K. Vu, and K.A. Hua SubSpace projection: a unified framework for a class of partition-based dimension reduction techniques Information Sciences 179 2009 1234 1248
3. D. Cai, X.F. He, J.W. Han, and T. Huang Graph regularized non-negative matrix factorization for data representation IEEE Transactions on Pattern Analysis and Machine Intelligence 33 8 2011 1548 1560
4. Luca Cazzanti, Maya R. Gupta, Local similarity discriminant analysis, in: Proceedings of the 24th International Conference on Machine Learning, pp. 137-144.
5. J.T. Chien, and C.C. Wu Discriminant wavelet faces and nearest feature classifiers for face recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 24 12 2002 1644 1649
6. R.O. Duda, P.E. Hart, and D.G. Stork Pattern Classification second ed. 2001 Wiley New York, NY ISBN: 0471056693
7. K. Fukunaga Introduction to Statistical Pattern Recognition second ed. 1990 Academic Press
8. X. He, P. Niyogi, Locality preserving projections, in: Proceedings of 16th Conference on Neural Information Processing Systems, 2003.
9. D.D. Lee, and H.S. Seung Learning the parts of objects by non-negative matrix factorization Nature 401 1999 788 791
10. G.F. Lu, and Y. Wang Feature extraction using a fast null space based linear discriminant analysis algorithm Information Sciences 193 2012 72 80
11. B. Liu, M. Wang, R. Hong, Z. Zha, and X.S. Hua Joint learning of labels and distance metric IEEE Transactions on System, Man and Cybernetics: Part B 40 3 2010 973 978
12. W. Liu, S.C.H. Hoi, J. Liu, Output regularized metric learning with side information, in: Proceedings of 10th European Conference on Computer Vision, 2008, pp. 358-371.
13. D.D. Lee, and H.S. Seung Unsupervised learning by convex and conic coding Proceedings of the Conference on Neural Information Processing Systems (NIPS) 9 1996 515 521
14. S.Z. Li, Face recognition based on nearest linear combinations, in: Proceedings of 1998 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, 1998, pp. 839-844.
15. H. Li, T. Jiang, and K. Zhang Efficient and robust feature extraction by maximum margin criterion IEEE Transactions on Neural Networks 17 1 2006 157 165
16. A.M. Martinez, R. Benavente, The AR Face Database, CVC Technical Report #24, June 1998.
17. A.M. Martinez, R. Benavente, The AR Face Database < http://rvl1.ecn.purdue.edu/aleix/∼aleix-face-DB.html >, 2006.
18. I. Naseem, R. Togneri, and M. Bennamoun Linear regression for face recognition IEEE Transactions on Pattern Analysis and Machine Intelligence 32 11 2010 2106 2112
19. E. Oja Subspace Methods of Pattern Recognition 1983 Research Studies Press Ltd Letchworth, England
20. S.T. Roweis, and L.K. Saul Nonlinear dimensionality reduction by locally linear embedding Science 290 2000 2323 2326
21. V. Raghavan, P. Bollmann, and G.S. Jung A critical investigation of recall and precision as measures of retrieval system performance ACM Transactions on Information Systems 7 3 1989 205 229
22. Masashi Sugiyama, Local Fisher discriminant analysis for supervised dimensionality reduction, in: Proceedings of the 23rd International Conference on Machine Learning, Pittsburgh, Pennsylvania, 2006, pp. 905-912.
23. P. Vincent, and Y. Bengio K-local hyperplane and convex distance nearest neighbor algorithms Advances in Neural Information Processing Systems vol. 14 2002 MIT Press Cambridge, MA 985 992
24. M. Wang, H. Li, D. Tao, K. Lu, and X. Wu Multimodal graph-based reranking for web image search IEEE Transactions on Image Processing 21 2012 4649 4661
25. M. Wu, B. Scḧolkopf, Transductive classification via local learning regularization, in: Proceedings of the 11th International Conference on Artificial Intelligence and Statistics, 2007, pp. 628-635.
26. J. Wright, A. Yang, A. Ganesh, S. Sastry, and Y. Ma Robust face recognition via sparse representation IEEE Transactions on Pattern Analysis and Machine Intelligence 31 2 2009 210 227
27. J. Xu, and J. Yang Mean representation based classifier with its applications IET Electronics Letters 47 18 2011 1024 1026
28. Z.R. Yang, and Erkki Oja Quadratic nonnegative matrix factorization Pattern Recognition 45 4 2012 1500 1510
29. J. Yang, L. Zhang, J.Y. Yang, and D. Zhang From classifiers to discriminators: a nearest neighbor rule induced discriminant analysis Pattern Recognition 44 7 2011 1387 1402
30. Y. Yang, D. Xu, F.P. Nie, J.B. Luo, and Y.T. Zhuang Ranking with local regression and global alignment for cross media retrieval ACM Multimedia 2009 175 184
31. Y. Yang, D. Xu, F.P. Nie, S.C. Yan, and Y.T. Zhuang Image clustering using local discriminant models and global integration IEEE Transactions on Image Processing (TIP) 10 2010 2761 2773
32. J. Yang, and J.Y. Yang Why can LDA be performed in PCA transformed space? Pattern Recognition 36 2 2003 563 566
33. A. Yang, A. Ganesh, S. Sastry, Y. Ma, Fast l1-Minimization Algorithms and An Application in Robust Face Recognition: A Review, ICIP 2010.
34. W. Zuo, D. Zhang, and K. Wang Bidirectional PCA with assembled matrix distance metric for image recognition IEEE Transactions on Systems, Man and Cybernetics, Part B 36 4 2006 863 872
35. X.F. Zhou, W.H. Jiang, Y. Shi, and Y.J. Tian Credit risk evaluation with kernel-based affine subspace nearest points learning method Expert Systems with Applications: An International Journal 38 4 2011 4272 4279
36. W. Zheng, L. Zhao, and C. Zou Locally nearest neighbour classifiers for pattern classification Pattern Recognition 37 6 2004 1307 1309
37. D. Zhang Palmprint Authentication 2004 Kluwer Academic