-
1
-
-
84868710324
-
-
Derivative-free optimization and neural networks for robust regression, Optimization
-
G. Beliakov, A. Kelarev, J. Yearwood, Derivative-free optimization and neural networks for robust regression, Optimization (2012). doi:10.1080/02331934.2012.674946.
-
(2012)
-
-
Beliakov, G.1
Kelarev, A.2
Yearwood, J.3
-
2
-
-
0028428006
-
A robust back propagation learning algorithm for function approximation
-
Chen D.S., Jain R.C. A robust back propagation learning algorithm for function approximation. IEEE Trans. Neural Netw. 1994, 5(May):467-479.
-
(1994)
IEEE Trans. Neural Netw.
, vol.5
, Issue.MAY
, pp. 467-479
-
-
Chen, D.S.1
Jain, R.C.2
-
3
-
-
0034271492
-
The annealing robust backpropagation (ARBP) learning algorithm
-
Chuang C., Su S., Hsiao C. The annealing robust backpropagation (ARBP) learning algorithm. IEEE Trans. Neural Netw. 2000, 11(September):1067-1076.
-
(2000)
IEEE Trans. Neural Netw.
, vol.11
, Issue.SEPTEMBER
, pp. 1067-1076
-
-
Chuang, C.1
Su, S.2
Hsiao, C.3
-
4
-
-
0742289150
-
Annealing robust radial basis function networks for function approximation with outliers
-
Chuang C.C., Jeng J.T., Lin P.T. Annealing robust radial basis function networks for function approximation with outliers. Neurocomputing 2004, 56:123-139.
-
(2004)
Neurocomputing
, vol.56
, pp. 123-139
-
-
Chuang, C.C.1
Jeng, J.T.2
Lin, P.T.3
-
5
-
-
0029156915
-
Robustization of a learning method for RBF networks
-
David Sanchez V.A. Robustization of a learning method for RBF networks. Neurocomputing 1995, 9:85-94.
-
(1995)
Neurocomputing
, vol.9
, pp. 85-94
-
-
David Sanchez, V.A.1
-
6
-
-
29644438050
-
Statistical comparisons of classifiers over multiple data sets
-
Demsar J. Statistical comparisons of classifiers over multiple data sets. J. Mach. Learn. Res. 2006, 7:1-30.
-
(2006)
J. Mach. Learn. Res.
, vol.7
, pp. 1-30
-
-
Demsar, J.1
-
7
-
-
0012925164
-
On observations relating to several quantities
-
Edgeworth F.Y. On observations relating to several quantities. Hermathena 1887, 6:279-285.
-
(1887)
Hermathena
, vol.6
, pp. 279-285
-
-
Edgeworth, F.Y.1
-
8
-
-
65749109372
-
Robust training of artificial feedforward neural networks
-
in: Foundations of Computational Intelligence
-
M.T. El-Melegy, M.H. Essai, A.A. Ali, Robust training of artificial feedforward neural networks, in: Foundations of Computational Intelligence, vol. 1, 2009, pp. 217-242.
-
(2009)
, vol.1
, pp. 217-242
-
-
El-Melegy, M.T.1
Essai, M.H.2
Ali, A.A.3
-
9
-
-
80054744559
-
Random sampler m-estimator algorithm for robust function approximation via feed-forward neural networks
-
in: Proceedings of International Joint Conference on Neural Networks, San Jose, California
-
M.T. El-Melegy, Random sampler m-estimator algorithm for robust function approximation via feed-forward neural networks, in: Proceedings of International Joint Conference on Neural Networks, San Jose, California, pp. 3134-3140.
-
-
-
El-Melegy, M.T.1
-
10
-
-
80054765594
-
Ransac algorithm with sequential probability ratio test for robust training of feed-forward neural networks
-
in: Proceedings of International Joint Conference on Neural Networks, San Jose, California
-
M.T. El-Melegy, Ransac algorithm with sequential probability ratio test for robust training of feed-forward neural networks, in: Proceedings of International Joint Conference on Neural Networks, San Jose, California, 2011, pp. 3256-3263.
-
(2011)
, pp. 3256-3263
-
-
El-Melegy, M.T.1
-
11
-
-
0003593041
-
-
PWS Publishing, Boston, MA
-
Hagan M.T., Demuth H.B., Beale M.H. Neural Network Design 1996, PWS Publishing, Boston, MA.
-
(1996)
Neural Network Design
-
-
Hagan, M.T.1
Demuth, H.B.2
Beale, M.H.3
-
12
-
-
0003841907
-
-
John Wiley & Sons, New York
-
Hampel F.R., Ronchetti E.M., Rousseeuw P.J., Stahel W.A. Robust Statistics the Approach Based on Influence Functions 1986, John Wiley & Sons, New York.
-
(1986)
Robust Statistics the Approach Based on Influence Functions
-
-
Hampel, F.R.1
Ronchetti, E.M.2
Rousseeuw, P.J.3
Stahel, W.A.4
-
14
-
-
0024880831
-
Multilayer feedforward networks are universal approximators
-
Hornik K., Stinchconbe M., White H. Multilayer feedforward networks are universal approximators. Neural Netw. 1989, 2:359-366.
-
(1989)
Neural Netw.
, vol.2
, pp. 359-366
-
-
Hornik, K.1
Stinchconbe, M.2
White, H.3
-
16
-
-
0029777584
-
Robust error measure for supervised neural network learning with outliers
-
Liano K. Robust error measure for supervised neural network learning with outliers. IEEE Trans. Neural Netw. 1996, 7(January):246-250.
-
(1996)
IEEE Trans. Neural Netw.
, vol.7
, Issue.JANUARY
, pp. 246-250
-
-
Liano, K.1
-
17
-
-
0025536870
-
Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights
-
in: Proceedings of the International Joint Conference on Neural Networks
-
D. Nguyen, B. Widrow, Improving the learning speed of 2-layer neural networks by choosing initial values of the adaptive weights, in: Proceedings of the International Joint Conference on Neural Networks, vol. 3, 1990, pp. 21-26.
-
(1990)
, vol.3
, pp. 21-26
-
-
Nguyen, D.1
Widrow, B.2
-
18
-
-
84882810433
-
-
Robustifying Robust Estimators, NY
-
D.J. Olive, D.M. Hawkins, Robustifying Robust Estimators, NY, 2007.
-
(2007)
-
-
Olive, D.J.1
Hawkins, D.M.2
-
19
-
-
15944426684
-
TAO-robust backpropagation learning algorithm
-
Pernia-Espinoza A.V., Ordieres-Mere J.B., Martinez-de-Pison F.J., Gonzalez-Marcos A. TAO-robust backpropagation learning algorithm. Neural Netw. 2005, 18:191-204.
-
(2005)
Neural Netw.
, vol.18
, pp. 191-204
-
-
Pernia-Espinoza, A.V.1
Ordieres-Mere, J.B.2
Martinez-de-Pison, F.J.3
Gonzalez-Marcos, A.4
-
20
-
-
84868679923
-
PROBEN 1-a standardized benchmark collection for neural network algorithms
-
Available from 〈〉, 2012.
-
L. Prechelt, PROBEN 1-a standardized benchmark collection for neural network algorithms, 1994. Available from 〈〉, 2012. http://ftp://ftp.ira.uka.de/pub/neuron/proben1.tar.gz.
-
(1994)
-
-
Prechelt, L.1
-
21
-
-
84950968334
-
Least median of squares regression
-
Rousseeuw P.J. Least median of squares regression. J. Am. Stat. Assoc. 1984, 79:871-880.
-
(1984)
J. Am. Stat. Assoc.
, vol.79
, pp. 871-880
-
-
Rousseeuw, P.J.1
-
24
-
-
48249139546
-
Robust MCD-based backpropagation learning algorithm
-
in: Rutkowski, et al. (Eds.), ICAISC 2008. LNCS (LNAI), Springer-Verlag
-
A.L. Rusiecki, Robust MCD-based backpropagation learning algorithm, in: Rutkowski, et al. (Eds.), ICAISC 2008. LNCS (LNAI), vol. 5097, Springer-Verlag, 2008, pp. 154-163.
-
(2008)
, vol.5097
, pp. 154-163
-
-
Rusiecki, A.L.1
-
25
-
-
38049105501
-
Robust LTS backpropagation learning algorithm
-
in: IWANN 2007. Lecture Notes in Computer Sciences, Springer-Verlag
-
A.L. Rusiecki, Robust LTS backpropagation learning algorithm, in: IWANN 2007. Lecture Notes in Computer Sciences, vol. 4507, Springer-Verlag, 2007, pp. 102-109.
-
(2007)
, vol.4507
, pp. 102-109
-
-
Rusiecki, A.L.1
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