14.2.12 Fisher, Parzen, and Other Clustering Measures and Decompositions

Chapter Contents (Back)
Parzen. Fisher Discriminant. Principal Components. 9805

Fisher, R.A.,
The Use of Multiple Measurements in Taxonomic Problems,
Annals of Eugenics(7), 1936, pp. 179-188. Fisher Discriminant. BibRef 3600

Fisher, R.A.,
The Statistical Utilization of Multiple Measurements,
Annals of Eugenics(8), 1938, pp. 376-386. BibRef 3800

Parzen, E.,
On Estimation of a Probability Density Function and Mode,
AMS(33), September 1962, pp. 1065-1076. BibRef 6209

Shanmugam, K.S.,
On a modified form of Parzen estimator for nonparametric pattern recognition,
PR(9), No. 3, October 1977, pp. 167-170.
WWW Version. 0309
BibRef

Longstaff, I.D.,
On Extensions to Fisher's Linear Discriminant Function,
PAMI(9), No. 2, March 1987, pp. 321-325. BibRef 8703

Duchene, J., and Leclercq, S.,
An Optimal Transformation for Discriminant and Principal Component Analysis,
PAMI(10), No. 6, November 1988, pp. 978-983.
IEEE Abstract. IEEE Top Reference.
WWW Version. BibRef 8811

Fukunaga, K., and Hayes, R.R.,
The Reduced Parzen Classifier,
PAMI(11), No. 4, April 1989, pp. 423-425.
IEEE Abstract. IEEE Top Reference.
WWW Version. BibRef 8904

Liu, S.D.D.[Shiaw-Dong D.], Casasent, D.P.[David P.],
Iterative Fisher/Minimum-Variance Optical Classifier,
PR(23), No. 3-4, 1990, pp. 385-391.
WWW Version. 0401
BibRef

Cheng, Y.Q.[Yong-Qing], Zhuang, Y.M.[Yong-Ming], Yang, J.Y.[Jing-Yu],
Optimal Fisher discriminant analysis using the rank decomposition,
PR(25), No. 1, January 1992, pp. 101-111.
WWW Version. 0401
BibRef

Yang, J.[Jian], Yang, J.Y.[Jing-Yu], and Zhang, D.[David],
What's wrong with Fisher criterion?,
PR(35), No. 11, November 2002, pp. 2665-2668.
WWW Version. 0208
BibRef

Xu, Y.[Yong], Yang, J.Y.[Jing-Yu], Jin, Z.[Zhong],
A novel method for Fisher discriminant analysis,
PR(37), No. 2, February 2004, pp. 381-384.
WWW Version. 0311
BibRef

Xu, Y.[Yong], Yang, J.Y.[Jing-Yu], Yang, J.[Jian],
A reformative kernel Fisher discriminant analysis,
PR(37), No. 6, June 2004, pp. 1299-1302.
WWW Version. 0405
BibRef

Jeon, B.W.[Byeung-Woo], Landgrebe, D.A.,
Fast Parzen Density-Estimation Using Clustering-Based Branch-And-Bound,
PAMI(16), No. 9, September 1994, pp. 950-954.
IEEE Abstract. IEEE Top Reference.
WWW Version.
PDF Version. BibRef 9409

Babich, G.A., Camps, O.I.,
Weighted Parzen Windows For Pattern-Classification,
PAMI(18), No. 5, May 1996, pp. 567-570.
IEEE Abstract. IEEE Top Reference.
WWW Version. 9606
BibRef

Hamamoto, Y., Fujimoto, Y., Tomita, S.,
On the Estimation of a Covariance-matrix in Designing Parzen Classifiers,
PR(29), No. 10, October 1996, pp. 1751-1759.
WWW Version. Kernel Covariance. BibRef 9610

Kraaijveld, M.A.,
A Parzen Classifier with an Improved Robustness Against Deviations Between Training and Test Data,
PRL(17), No. 7, June 10 1996, pp. 679-689. 9607
BibRef

Hand, D.J., Oliver, J.J., Lunn, A.D.,
Discriminant-Analysis When The Classes Arise From A Continuum,
PR(31), No. 5, May 1998, pp. 641-650.
WWW Version. 9805
BibRef

Gan, W.S.,
Designing a Fuzzy Step Size LMS Algorithm,
VISP(144), No. 5, October 1997, pp. 261-266. 9806
BibRef

Raudys, S.J., Duin, R.P.W.,
Expected Classification Error of the Fisher Linear Classifier with Pseudo Inverse Covariance Matrix,
PRL(19), No. 5-6, April 1998, pp. 385-392. 9808
BibRef

Poston, W.L., Marchette, D.J.,
Recursive Dimensionality Reduction Using Fishers Linear Discriminant,
PR(31), No. 7, July 1998, pp. 881-888.
WWW Version. 9807
BibRef

Roberts, S.J.[Stephen J.], Everson, R.[Richard], Rezek, I.[Iead],
Maximum certainty data partitioning,
PR(33), No. 5, May 2000, pp. 833-839.
WWW Version. 0003
BibRef

Zhu, Q.M.[Qiu-Ming], Cai, Y.[Yao], Liu, L.Z.[Lu-Zheng],
A multiple hyper-ellipsoidal subclass model for an evolutionary classifier,
PR(34), No. 3, March 2001, pp. 547-560.
WWW Version. 0101
BibRef

Cooke, T.[Tristrom],
Two Variations on Fisher's Linear Discriminant for Pattern Recognition,
PAMI(24), No. 2, February 2002, pp. 268-273.
IEEE Abstract. IEEE Top Reference.
WWW Version. 0202
BibRef

Sierra, A.,
High-order Fisher's discriminant analysis,
PR(35), No. 6, June 2002, pp. 1291-1302.
WWW Version. 0203
BibRef

Mika, S.[Sebastian], Ratsch, G.[Gunnar], Weston, J.[Jason], Scholkopf, B.[Bernhard], Smola, A.J.[Alexander J.], Muller, K.R.[Klaus-Robert],
Constructing Descriptive and Discriminative Nonlinear Features: Rayleigh Coefficients in Kernel Feature Spaces,
PAMI(25), No. 5, May 2003, pp. 623-628.
IEEE Abstract. IEEE Top Reference. 0304
Nonlinear generalization of Fisher's discriminant and oriented PCA. BibRef

Cawley, G.C.[Gavin C.], Talbot, N.L.C.[Nicola L. C.],
Efficient Leave-One-Out Cross-Validation of Kernel Fisher Discriminant Classifiers,
PR(36), No. 11, November 2003, pp. 2585-2592.
WWW Version. 0309
BibRef

Song, F.[Fengxi], Liu, S.H.[Shu-Hai], Yang, J.Y.[Jing-Yu],
Orthogonalized Fisher discriminant,
PR(38), No. 2, February 2005, pp. 311-313.
WWW Version. 0411
BibRef

Zhuang, X.S.[Xiao-Sheng], Dai, D.Q.[Dao-Qing],
Inverse Fisher discriminate criteria for small sample size problem and its application to face recognition,
PR(38), No. 11, November 2005, pp. 2192-2194.
WWW Version. 0509
BibRef

Xu, M., Wu, X., Franti, P.,
Context Quantization by Kernel Fisher Discriminant,
IP(15), No. 1, January 2006, pp. 169-177.
IEEE DOI Link 0601
BibRef

Tao, Q.[Qing], Wu, G.W.[Gao-Wei], Wang, J.[Jue],
The theoretical analysis of FDA and applications,
PR(39), No. 6, June 2006, pp. 1199-1204.
WWW Version. Fisher discriminant analysis; Support vector machines; LS-SVM (least squares SVM); Regression 0604
BibRef

Xie, J.G.[Ji-Gang], Qiu, Z.D.[Zheng-Ding], Miao, Z.J.[Zhen-Jiang], Zhang, Y.Q.A.[Yan-Qi-Ang],
Bootstrap FDA for counting positives accurately in imprecise environments,
PR(40), No. 11, November 2007, pp. 3292-3298.
WWW Version. 0707
Bootstrap; Small sample; Binary classification; Fisher discriminant analysis BibRef

Zhang, S.[Sheng], Sim, T.[Terence],
Discriminant Subspace Analysis: A Fukunaga-Koontz Approach,
PAMI(29), No. 10, October 2007, pp. 1732-1745.
IEEE DOI Link 0710
Survey, Discrminiant Analysis. BibRef
Earlier:
When Fisher meets Fukunaga-Koontz: A New Look at Linear Discriminants,
CVPR06(I: 323-329).
IEEE DOI Link 0606
See also Application of the Karhunen-Loeve Expansion to Feature Selection and Ordering. Analyze the techniques and show the relationships. BibRef

Chen, B.[Bo], Liu, H.W.[Hong-Wei], Bao, Z.[Zheng],
A kernel optimization method based on the localized kernel Fisher criterion,
PR(41), No. 3, March 2008, pp. 1098-1109.
WWW Version. 0711
Kernel machine; Fisher criterion; Kernel optimization; Kernel induced feature space; Radar automatic target recognition (RATR); High-resolution range profile (HRRP) BibRef

Chen, B.[Bo], Liu, H.W.[Hong-Wei], Bao, Z.[Zheng],
Optimizing the data-dependent kernel under a unified kernel optimization framework,
PR(41), No. 6, June 2008, pp. 2107-2119.
WWW Version. 0802
Kernel machine; Fisher criteria; Kernel optimization; Kernel induced feature space BibRef

Zhang, D.Q.A.[Dao-Qi-Ang], Chen, S.C.[Song-Can], Zhou, Z.H.[Zhi-Hua],
Constraint Score: A new filter method for feature selection with pairwise constraints,
PR(41), No. 5, May 2008, pp. 1440-1451.
WWW Version. 0711
Feature selection; Pairwise constraints; Filter method; Constraint Score; Fisher Score; Laplacian Score BibRef

Harrison, R.F.[Robert F.], Pasupa, K.[Kitsuchart],
Sparse multinomial kernel discriminant analysis (sMKDA),
PR(42), No. 9, September 2009, pp. 1795-1802.
Elsevier DOI Link
WWW Version. 0905
Linear discriminant analysis; Kernel discriminant analysis; Multi-class; Multinomial; Least-squares; Optimal scaling; Sparsity control BibRef

Pasupa, K.[Kitsuchart], Harrison, R.F.[Robert F.], Willett, P.[Peter],
Parsimonious Kernel Fisher Discrimination,
IbPRIA07(I: 531-538).
Springer DOI Link 0706
BibRef

Carter, K.M.[Kevin M.], Raich, R.[Raviv], Finn, W.G.[William G.], Hero, III, A.O.[Alfred O.],
FINE: Fisher Information Nonparametric Embedding,
PAMI(31), No. 11, November 2009, pp. 2093-2098.
IEEE DOI Link 0910
BibRef


Mutelo, R.M., Woo, W.L., Dlay, S.S.,
A Complete Fisher Discriminant Analysis for Based Image Matrix and Its Application to Face Biometrics,
ICB07(1067-1076).
Springer DOI Link 0708
BibRef

Lu, F.F.[Fang-Fang], Li, H.D.[Hong-Dong],
KLDA: An Iterative Approach to Fisher Discriminant Analysis,
ICIP07(II: 201-204).
IEEE DOI Link 0709
BibRef

Koide, N.[Naoya], Yamashita, Y.[Yukihiko],
Asymmetric kernel method and its application to Fisher's discriminant,
ICPR06(II: 820-824).
WWW Version. 0609
BibRef

Dai, G.[Guang], Yeung, D.Y.[Dit-Yan], Chang, H.[Hong],
Extending Kernel Fisher Discriminant Analysis with the Weighted Pairwise Chernoff Criterion,
ECCV06(IV: 308-320).
Springer DOI Link 0608
BibRef

Mio, W.[Washington], Badlyans, D.[Dennis], Liu, X.W.[Xiu-Wen],
A Computational Approach to Fisher Information Geometry with Applications to Image Analysis,
EMMCVPR05(18-33).
Springer DOI Link 0601
BibRef

Liu, X.W.[Xiu-Wen], Mio, W.[Washington],
Splitting Factor Analysis and Multi-Class Boosting,
ICIP06(949-952). 0610

IEEE DOI Link BibRef

Liu, X.W.[Xiu-Wen], Mio, W.[Washington],
Kernel Methods for Nonlinear Discriminative Data Analysis,
EMMCVPR05(584-599).
Springer DOI Link 0601
BibRef

Saadi, K., Talbot, N.L.C., Cawley, G.C.,
Optimally Regularised Kernel Fisher Discriminant Analysis,
ICPR04(II: 427-430).
IEEE DOI Link 0409
BibRef

de Ridder, D., Loog, M., Reinders, M.J.T.,
Local Fisher Embedding,
ICPR04(II: 295-298).
IEEE DOI Link 0409
BibRef

Vaswani, N.,
A linear classifier for gaussian class conditional distributions with unequal covariance matrices,
ICPR02(II: 60-63).
IEEE DOI Link 0211
BibRef

Sakai, M.[Mitsuru], Yoneda, M.[Masaaki], Hase, H.[Hiroyuki],
A New Robust Quadratic Discriminant Function,
ICPR98(Vol I: 99-102).
IEEE DOI Link 9808
BibRef

Chapter on Pattern Recognition, Clustering, Statistics, Grammars, Learning, Neural Nets, Genetic Algorithms continues in
Bayesian Clustering, Bayes Classifier .


Last update:Nov 16, 2009 at 19:35:14