Geodesic
Шумовое возмущение как аналог регуляризации в нейросетевом логическом базисе
Matematicheskoe Modelirovanie i Kraevye Zadachi, Proceedings of the Second All-Russian Scientific Conference (1–3 June 2005). Part 2, Tome 2 (2005), pp. 46-50.

Voir la notice de l'article provenant de la source Math-Net.Ru

@article{MMKZ_2005_2_a11,
     author = {A. V. Batkov},
     title = {{\CYRSH}{\cyru}{\cyrm}{\cyro}{\cyrv}{\cyro}{\cyre} {\cyrv}{\cyro}{\cyrz}{\cyrm}{\cyru}{\cyrshch}{\cyre}{\cyrn}{\cyri}{\cyre} {\cyrk}{\cyra}{\cyrk} {\cyra}{\cyrn}{\cyra}{\cyrl}{\cyro}{\cyrg} {\cyrr}{\cyre}{\cyrg}{\cyru}{\cyrl}{\cyrya}{\cyrr}{\cyri}{\cyrz}{\cyra}{\cyrc}{\cyri}{\cyri} {\cyrv} {\cyrn}{\cyre}{\cyrishrt}{\cyrr}{\cyro}{\cyrs}{\cyre}{\cyrt}{\cyre}{\cyrv}{\cyro}{\cyrm} {\cyrl}{\cyro}{\cyrg}{\cyri}{\cyrch}{\cyre}{\cyrs}{\cyrk}{\cyro}{\cyrm} {\cyrb}{\cyra}{\cyrz}{\cyri}{\cyrs}{\cyre}},
     journal = {Matematicheskoe Modelirovanie i Kraevye Zadachi},
     pages = {46--50},
     publisher = {mathdoc},
     volume = {2},
     year = {2005},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/MMKZ_2005_2_a11/}
}
TY  - JOUR
AU  - A. V. Batkov
TI  - Шумовое возмущение как аналог регуляризации в нейросетевом логическом базисе
JO  - Matematicheskoe Modelirovanie i Kraevye Zadachi
PY  - 2005
SP  - 46
EP  - 50
VL  - 2
PB  - mathdoc
UR  - http://geodesic.mathdoc.fr/item/MMKZ_2005_2_a11/
LA  - ru
ID  - MMKZ_2005_2_a11
ER  - 
%0 Journal Article
%A A. V. Batkov
%T Шумовое возмущение как аналог регуляризации в нейросетевом логическом базисе
%J Matematicheskoe Modelirovanie i Kraevye Zadachi
%D 2005
%P 46-50
%V 2
%I mathdoc
%U http://geodesic.mathdoc.fr/item/MMKZ_2005_2_a11/
%G ru
%F MMKZ_2005_2_a11
A. V. Batkov. Шумовое возмущение как аналог регуляризации в нейросетевом логическом базисе. Matematicheskoe Modelirovanie i Kraevye Zadachi, Proceedings of the Second All-Russian Scientific Conference (1–3 June 2005). Part 2, Tome 2 (2005), pp. 46-50. http://geodesic.mathdoc.fr/item/MMKZ_2005_2_a11/

[1] Sietsma J., Dow R. J. F., “Creating artificial neural networks that generalize”, Neural Networks, 4:1 (1992), 67–79 | DOI

[2] Tikhonov A. N., Arsenin V. Ya., Metody resheniya nekorrektnykh zadach, Nauka, M., 1979, 286 pp.

[3] Bishop C. M., “Training with noise is equivalent to Tikhonov regularization”, Neural Computation, 7:1 (1995), 108–116 | DOI

[4] Matsuoka K., “Noise injection into inputs in back-propagation training”, IEEE Transactions on Systems, Man and Cybernetics, 22:3 (1992), 436–440 | DOI

[5] Bishop C. M., Neural Network for pattern recognition, Oxford University Press, U.K., 1995

[6] Webb A. R., “Functional approximation by feed-forward networks: a least-squares approach to generalization”, IEEE Transactions on Neural Networks, 5:3 (1993), 363–371 | DOI