-
1
-
-
63249112814
-
Dimensionality and sample size considerations in pattern recognition practice
-
Amsterdam, The Netherlands: North Holland
-
A. K. Jain and B. Chandrasekaran, "Dimensionality and sample size considerations in pattern recognition practice," in Handbook of Statistics, vol. 2. Amsterdam, The Netherlands: North Holland, 1982, pp. 835-855.
-
(1982)
Handbook of Statistics
, vol.2
, pp. 835-855
-
-
Jain, A.K.1
Chandrasekaran, B.2
-
2
-
-
0026120032
-
Small sample size effects in statistical pattern recognition: Recommendations for practitioners
-
Mar
-
S. J. Raudys and A. K. Jain, "Small sample size effects in statistical pattern recognition: Recommendations for practitioners," IEEE Trans. Pattern Anal. Mach. Intell., vol. 13, no. 3, pp. 252-264, Mar. 1991.
-
(1991)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.13
, Issue.3
, pp. 252-264
-
-
Raudys, S.J.1
Jain, A.K.2
-
3
-
-
0019020917
-
On dimensionality, sample size, classification error, and complexity of classification algorithms in pattern recognition
-
May
-
S. J. Raudys and V. Pikelis, "On dimensionality, sample size, classification error, and complexity of classification algorithms in pattern recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. PAMI-2, no. 3, pp. 243-252, May 1980.
-
(1980)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.PAMI-2
, Issue.3
, pp. 243-252
-
-
Raudys, S.J.1
Pikelis, V.2
-
5
-
-
0003802343
-
-
Monterey, CA: Wadsworth and Brooks
-
L. Breiman, J. H. Friedman, R. A. Olshen, and C. J. Stone, Classification and Regression Trees. Monterey, CA: Wadsworth and Brooks, 1984.
-
(1984)
Classification and Regression Trees
-
-
Breiman, L.1
Friedman, J.H.2
Olshen, R.A.3
Stone, C.J.4
-
7
-
-
0031185845
-
Eigenfaces vs. Fisher-faces: Recognition using class specific linear projection
-
Jul
-
V. Belhumeur, J. Hespanha, and D. Kriegman, "Eigenfaces vs. Fisher-faces: Recognition using class specific linear projection," IEEE Trans. Pattern Anal. Mach. Intell., vol. 19, no. 7, pp. 711-720, Jul. 1997.
-
(1997)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.19
, Issue.7
, pp. 711-720
-
-
Belhumeur, V.1
Hespanha, J.2
Kriegman, D.3
-
8
-
-
0034300875
-
A new LDA-based face recognition system which can solve the small sample size problem
-
Oct
-
L. Chen, H. M. Liao, M. T. Ko, J. Lin, and G. Yu, "A new LDA-based face recognition system which can solve the small sample size problem," Pattern Recognit., vol. 33, no. 10, pp. 1713-1726, Oct. 2000.
-
(2000)
Pattern Recognit
, vol.33
, Issue.10
, pp. 1713-1726
-
-
Chen, L.1
Liao, H.M.2
Ko, M.T.3
Lin, J.4
Yu, G.5
-
9
-
-
34047099795
-
Classification based on cortical folding patterns
-
Apr
-
E. Duchesnay et al., "Classification based on cortical folding patterns," IEEE Trans. Med. Imag., vol. 26, no. 4, pp. 553-565, Apr. 2007.
-
(2007)
IEEE Trans. Med. Imag
, vol.26
, Issue.4
, pp. 553-565
-
-
Duchesnay, E.1
-
12
-
-
33644860218
-
A linear feature extraction for multiclass classification problems based on class mean and covariance discriminant information
-
Feb
-
P. Hsieh, D. Wang, and C. Hsu, "A linear feature extraction for multiclass classification problems based on class mean and covariance discriminant information," IEEE Trans. Pattern Anal. Mach. Intell. vol. 28, no. 2, pp. 223-235, Feb. 2006.
-
(2006)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.28
, Issue.2
, pp. 223-235
-
-
Hsieh, P.1
Wang, D.2
Hsu, C.3
-
13
-
-
33751565280
-
Solving the small sample size problem of LDA
-
R. Huang, Q. Liu, H. Lu, and S. Ma, "Solving the small sample size problem of LDA," in Proc. 16th Int. Conf. Pattern Recog., 2002, vol. 3, pp. 29-32.
-
(2002)
Proc. 16th Int. Conf. Pattern Recog
, vol.3
, pp. 29-32
-
-
Huang, R.1
Liu, Q.2
Lu, H.3
Ma, S.4
-
14
-
-
14544297033
-
KPCA plus LDA: A complete kernel fisher discriminant framework for feature extraction and recognition
-
Feb
-
J. Yang, A. F. Frangi, J.-Y Yang, D. Zhang, and Z. Jin, "KPCA plus LDA: A complete kernel fisher discriminant framework for feature extraction and recognition," IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 2, pp. 230-244, Feb. 2005.
-
(2005)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.27
, Issue.2
, pp. 230-244
-
-
Yang, J.1
Frangi, A.F.2
Yang, J.-Y.3
Zhang, D.4
Jin, Z.5
-
15
-
-
34047098010
-
Weighted piecewise LDA for solving the small sample size problem in face verification
-
Mar
-
M. Kyperountas, A. Tefas, and I. Pitas, "Weighted piecewise LDA for solving the small sample size problem in face verification," IEEE Trans. Neural Netw., vol. 18, no. 2, pp. 506-519, Mar. 2007.
-
(2007)
IEEE Trans. Neural Netw
, vol.18
, Issue.2
, pp. 506-519
-
-
Kyperountas, M.1
Tefas, A.2
Pitas, I.3
-
16
-
-
33144458972
-
Efficient and robust feature extraction by maximum margin criterion
-
Jan
-
H. Li, T. Jiang, and K. Zhang, "Efficient and robust feature extraction by maximum margin criterion," IEEE Trans. Neural Netw., vol. 17, no. 1, pp. 157-165, Jan. 2006.
-
(2006)
IEEE Trans. Neural Netw
, vol.17
, Issue.1
, pp. 157-165
-
-
Li, H.1
Jiang, T.2
Zhang, K.3
-
17
-
-
0035393361
-
Multiclass linear dimension reduction by weighted pairwise Fisher criteria
-
Jul
-
M. Loog, R. Duin, and R. Haeb-Umbach, "Multiclass linear dimension reduction by weighted pairwise Fisher criteria," IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, no. 7, pp. 762-766, Jul. 2001.
-
(2001)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.23
, Issue.7
, pp. 762-766
-
-
Loog, M.1
Duin, R.2
Haeb-Umbach, R.3
-
18
-
-
0022752022
-
Image classification by the Foley-Sammon transform
-
Q. Tian, M. Barbero, Z. H. Gu, and S. H. Lee, "Image classification by the Foley-Sammon transform," Opt. Eng., vol. 25, no. 7, pp. 834-840, 1986.
-
(1986)
Opt. Eng
, vol.25
, Issue.7
, pp. 834-840
-
-
Tian, Q.1
Barbero, M.2
Gu, Z.H.3
Lee, S.H.4
-
19
-
-
0001765951
-
A direct LDA algorithm for high-dimensional data - With application to face recognition
-
Oct
-
H. Yu and J. Yang, "A direct LDA algorithm for high-dimensional data - With application to face recognition," Pattern Recognit., vol. 34, no. 10, pp. 2067-2070, Oct. 2001.
-
(2001)
Pattern Recognit
, vol.34
, Issue.10
, pp. 2067-2070
-
-
Yu, H.1
Yang, J.2
-
20
-
-
20444381620
-
Kernel pooled local subspaces for classification
-
Jun
-
P. Zhang, J. Peng, and C. Domeniconi, "Kernel pooled local subspaces for classification," IEEE Trans. Syst., Man, Cybern. B, Cybern., vol. 35, no. 3, pp. 489-502, Jun. 2005.
-
(2005)
IEEE Trans. Syst., Man, Cybern. B, Cybern
, vol.35
, Issue.3
, pp. 489-502
-
-
Zhang, P.1
Peng, J.2
Domeniconi, C.3
-
22
-
-
84887916087
-
Regularized discriminant analysis
-
Mar
-
J. H. Friedman, "Regularized discriminant analysis," J. Amer. Stat. Assoc., vol. 84, no. 405, pp. 165-175, Mar. 1989.
-
(1989)
J. Amer. Stat. Assoc
, vol.84
, Issue.405
, pp. 165-175
-
-
Friedman, J.H.1
-
24
-
-
21844486429
-
Penalized discriminant analysis
-
Feb
-
T. Hastie and R. Tibshirani, "Penalized discriminant analysis," Ann. Statist., vol. 23, no. 1, pp. 73-102, Feb. 1995.
-
(1995)
Ann. Statist
, vol.23
, Issue.1
, pp. 73-102
-
-
Hastie, T.1
Tibshirani, R.2
-
25
-
-
84948746712
-
Flexible discrintinant analysis by optimal scoring
-
Dec
-
T. Hastie, R. Tibshirani, and A. Buja, "Flexible discrintinant analysis by optimal scoring," J. Amer. Stat. Assoc., vol. 89, no. 428, pp. 1255-1270, Dec. 1994.
-
(1994)
J. Amer. Stat. Assoc
, vol.89
, Issue.428
, pp. 1255-1270
-
-
Hastie, T.1
Tibshirani, R.2
Buja, A.3
-
26
-
-
0034419669
-
Regularization networks and support vector machines
-
Apr
-
T. Evgeniou, M. Pontil, and T. Poggio, "Regularization networks and support vector machines," Adv. Comput. Math., vol. 13, no. 1, pp. 1-50, Apr. 2000.
-
(2000)
Adv. Comput. Math
, vol.13
, Issue.1
, pp. 1-50
-
-
Evgeniou, T.1
Pontil, M.2
Poggio, T.3
-
29
-
-
21844447610
-
Learning from examples as an inverse problem
-
Dec
-
E. De Vito, L. Rosasco, A. Caponnetto, U. De Giovannini, and F. Odone, "Learning from examples as an inverse problem," J. Mach. Learn. Res., vol. 6, pp. 883-904, Dec. 2005.
-
(2005)
J. Mach. Learn. Res
, vol.6
, pp. 883-904
-
-
De Vito, E.1
Rosasco, L.2
Caponnetto, A.3
De Giovannini, U.4
Odone, F.5
-
30
-
-
33846829559
-
On regularization algorithms in learning theory
-
Feb
-
F. Bauer, S. Pereverzev, and L. Rosasco, "On regularization algorithms in learning theory," J. Complexity, vol. 23, no. 1, pp. 52-72, Feb. 2007.
-
(2007)
J. Complexity
, vol.23
, Issue.1
, pp. 52-72
-
-
Bauer, F.1
Pereverzev, S.2
Rosasco, L.3
-
31
-
-
34547994712
-
Dimensionality reduction and generalization
-
S. Mosci, L. Rosasco, and A. Verri, "Dimensionality reduction and generalization," in Proc. 24th Int. Conf. Mach. Learn., 2007, pp. 657-664.
-
(2007)
Proc. 24th Int. Conf. Mach. Learn
, pp. 657-664
-
-
Mosci, S.1
Rosasco, L.2
Verri, A.3
-
32
-
-
39549094937
-
Pruning noisy bases in discriminant analysis
-
Jan
-
M. Zhu and A. M. Martinez, "Pruning noisy bases in discriminant analysis," IEEE Trans. Neural Netw., vol. 19, no. 1, pp. 148-157, Jan. 2008.
-
(2008)
IEEE Trans. Neural Netw
, vol.19
, Issue.1
, pp. 148-157
-
-
Zhu, M.1
Martinez, A.M.2
-
33
-
-
30144436546
-
Where are linear feature extraction methods applicable?
-
Dec
-
A. M. Martinez and M. Zhu, "Where are linear feature extraction methods applicable?" IEEE Trans. Pattern Anal. Mach. Intell., vol. 27, no. 12, pp. 1934-1944, Dec. 2005.
-
(2005)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.27
, Issue.12
, pp. 1934-1944
-
-
Martinez, A.M.1
Zhu, M.2
-
34
-
-
33947492041
-
Globally maximizing, locally minimizing: Unsupervised discriminant projection with applications to face and palm biometrics
-
Apr
-
J. Yang, D. Zhang, J. Y. Yang, and B. Niu, "Globally maximizing, locally minimizing: Unsupervised discriminant projection with applications to face and palm biometrics," IEEE Trans. Pattern Anal. Mach. Intell., vol. 29, no. 4, pp. 650-664, Apr. 2007.
-
(2007)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.29
, Issue.4
, pp. 650-664
-
-
Yang, J.1
Zhang, D.2
Yang, J.Y.3
Niu, B.4
-
35
-
-
0000764772
-
The use of multiple measurements in taxonomic problems
-
R. Fisher, "The use of multiple measurements in taxonomic problems," Ann. Eugenics, vol. 7, pp. 178-188, 1936.
-
(1936)
Ann. Eugenics
, vol.7
, pp. 178-188
-
-
Fisher, R.1
-
36
-
-
1542337814
-
Kernel Fisher discriminants,
-
Ph.D. dissertation, Univ. Technol, Berlin, Germany, Oct
-
S. Mika, "Kernel Fisher discriminants," Ph.D. dissertation, Univ. Technol., Berlin, Germany, Oct. 2002.
-
(2002)
-
-
Mika, S.1
-
37
-
-
84958734809
-
Further aspects of the theory of multiple regression
-
M. Bartlett, "Further aspects of the theory of multiple regression," Proc. Cambridge Phil. Soc., vol. 34, pp. 33-40, 1938.
-
(1938)
Proc. Cambridge Phil. Soc
, vol.34
, pp. 33-40
-
-
Bartlett, M.1
-
38
-
-
84942484786
-
Ridge regression: Biased estimation for nonorthogonal problems
-
Feb
-
A. Hoerl and R. Kennard, "Ridge regression: Biased estimation for nonorthogonal problems," Technometrics, vol. 12, no. 1, pp. 55-67, Feb. 1970.
-
(1970)
Technometrics
, vol.12
, Issue.1
, pp. 55-67
-
-
Hoerl, A.1
Kennard, R.2
-
41
-
-
0242705996
-
The mathematics of learning: Dealing with data
-
T. Poggio and S. Smale, "The mathematics of learning: Dealing with data," Notices Amer. Math. Soc., vol. 50, no. 5, pp. 537-544, 2003.
-
(2003)
Notices Amer. Math. Soc
, vol.50
, Issue.5
, pp. 537-544
-
-
Poggio, T.1
Smale, S.2
-
42
-
-
0037695279
-
-
Singapore: World Scientific
-
J. A. K. Suykens, T. V. Gestel, J. D. Brabanter, B. D. Moor, and J. Vandewalle, Least Squares Support Vector Machines. Singapore: World Scientific, 2002.
-
(2002)
Least Squares Support Vector Machines
-
-
Suykens, J.A.K.1
Gestel, T.V.2
Brabanter, J.D.3
Moor, B.D.4
Vandewalle, J.5
-
43
-
-
0035789613
-
Proximal support vector machine classifiers
-
F. Provost and R. Srikant, Eds, San Francisco, CA, Aug. 26-29
-
G. Fung and O. L. Mangasarian, "Proximal support vector machine classifiers," in Proc. KDD, F. Provost and R. Srikant, Eds., San Francisco, CA, Aug. 26-29, 2001, pp. 77-86.
-
(2001)
Proc. KDD
, pp. 77-86
-
-
Fung, G.1
Mangasarian, O.L.2
-
44
-
-
10044277812
-
SVM vs regularized least squares classification
-
P. Zhang and J. Peng, "SVM vs regularized least squares classification," in Proc. IEEE Int. Conf. Pattern Recog., 2004, vol. 1, pp. 176-179.
-
(2004)
Proc. IEEE Int. Conf. Pattern Recog
, vol.1
, pp. 176-179
-
-
Zhang, P.1
Peng, J.2
-
45
-
-
0036436325
-
Best choices for regularization parameters in learning theory: On the bias-variance problem
-
F. Cucker and S. Smale, "Best choices for regularization parameters in learning theory: On the bias-variance problem," Found. Comput. Math. vol. 2, no. 4, pp. 413-428, 2002.
-
(2002)
Found. Comput. Math
, vol.2
, Issue.4
, pp. 413-428
-
-
Cucker, F.1
Smale, S.2
-
46
-
-
33749254096
-
An empirical comparison of supervised learning algorithms using different performance metrics
-
R. Caruana and A. Niculescu-Mizil, "An empirical comparison of supervised learning algorithms using different performance metrics," in Proc. Int. Conf. Mach. Learn., 2006, pp. 161-168.
-
(2006)
Proc. Int. Conf. Mach. Learn
, pp. 161-168
-
-
Caruana, R.1
Niculescu-Mizil, A.2
-
47
-
-
1842662346
-
On the relation between discriminant analysis and mutual information for supervised linear feature extraction
-
May
-
S. Petridis and S. J. Perantonis, "On the relation between discriminant analysis and mutual information for supervised linear feature extraction," Pattern Recognit., vol. 37, no. 5, pp. 857-874, May 2004.
-
(2004)
Pattern Recognit
, vol.37
, Issue.5
, pp. 857-874
-
-
Petridis, S.1
Perantonis, S.J.2
-
49
-
-
0030214923
-
Using discrimmant eigenfeatures for image retrieval
-
Aug
-
D. Swets and J. Weng, "Using discrimmant eigenfeatures for image retrieval," IEEE Trans. Pattern Anal. Mach. Intell., vol. 18, no. 8, pp. 831-836, Aug. 1996.
-
(1996)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.18
, Issue.8
, pp. 831-836
-
-
Swets, D.1
Weng, J.2
-
50
-
-
0026897846
-
A generalized optimal set of discriminant vectors
-
Jul
-
K. Liu, Y. Cheng, and J. Yang, "A generalized optimal set of discriminant vectors," Pattern Recognit., vol. 25, no. 7, pp. 731-739, Jul. 1992.
-
(1992)
Pattern Recognit
, vol.25
, Issue.7
, pp. 731-739
-
-
Liu, K.1
Cheng, Y.2
Yang, J.3
-
51
-
-
0037276932
-
Face recognition using kernel direct discriminant analysis algorithms
-
Jan
-
J. Lu, K. N. Plataniotis, and A. N. Venetsanopoulos, "Face recognition using kernel direct discriminant analysis algorithms," IEEE Trans. Neural Netw., vol. 14, no. 1, pp. 117-126, Jan. 2003.
-
(2003)
IEEE Trans. Neural Netw
, vol.14
, Issue.1
, pp. 117-126
-
-
Lu, J.1
Plataniotis, K.N.2
Venetsanopoulos, A.N.3
-
52
-
-
0034290919
-
The FERET evaluation methodology for face-recognition algorithms
-
Oct
-
P. Phillips, H. Moon, S. Rizvi, and P. Rauss, "The FERET evaluation methodology for face-recognition algorithms," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 10, pp. 1090-1104, Oct. 2000.
-
(2000)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.22
, Issue.10
, pp. 1090-1104
-
-
Phillips, P.1
Moon, H.2
Rizvi, S.3
Rauss, P.4
-
53
-
-
0035248924
-
PCA versus LDA
-
Feb
-
A. M. Martinez and A. Kak, "PCA versus LDA," IEEE Trans. Pattern Anal. Mach. Intell., vol. 23, no. 2, pp. 228-233, Feb. 2001.
-
(2001)
IEEE Trans. Pattern Anal. Mach. Intell
, vol.23
, Issue.2
, pp. 228-233
-
-
Martinez, A.M.1
Kak, A.2
-
54
-
-
0034296402
-
Generalized discriminant analysis using a kernel approach
-
Oct
-
G. Baudat and F. Anouar, "Generalized discriminant analysis using a kernel approach," Neural Comput., vol. 12, no. 10, pp. 2285-2404, Oct. 2000.
-
(2000)
Neural Comput
, vol.12
, Issue.10
, pp. 2285-2404
-
-
Baudat, G.1
Anouar, F.2
-
55
-
-
0036071370
-
On the mathematical foundations of learning
-
F. Cucker and S. Smale, "On the mathematical foundations of learning," Bull. Amer. Math. Soc., vol. 39, no. 1, pp. 1-49, 2001.
-
(2001)
Bull. Amer. Math. Soc
, vol.39
, Issue.1
, pp. 1-49
-
-
Cucker, F.1
Smale, S.2
|