Geodesic
The uplearning of the Hopfield neural network: the search for a~global minimum of a~functional and the model of rapid eye movement
Matematičeskoe modelirovanie, Tome 21 (2009) no. 5, pp. 10-20

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

The traveling salesman problem is solved using the Hopfield neural network model. The solution comes to the energy minimization of the neural network for the purpose of finding the global minimum of an appropriate functional. The procedure “Uplearning” is introduced. In addition, local minima become deeper rising one's accessibility in this process. In this case, just the global minimum survives frequently. The results are represented which help to guess that the Uplearning increases the probability to find the global minimum in contrast to the Unlearning which was introduced by Hopfield in 1983. 
@article{MM_2009_21_5_a1,
     author = {A. A. Ezhov and A. S. Cherepnev},
     title = {The uplearning of the {Hopfield} neural network: the search for a~global minimum of a~functional and the model of rapid eye movement},
     journal = {Matemati\v{c}eskoe modelirovanie},
     pages = {10--20},
     publisher = {mathdoc},
     volume = {21},
     number = {5},
     year = {2009},
     language = {ru},
     url = {http://geodesic.mathdoc.fr/item/MM_2009_21_5_a1/}
}
TY  - JOUR
AU  - A. A. Ezhov
AU  - A. S. Cherepnev
TI  - The uplearning of the Hopfield neural network: the search for a~global minimum of a~functional and the model of rapid eye movement
JO  - Matematičeskoe modelirovanie
PY  - 2009
SP  - 10
EP  - 20
VL  - 21
IS  - 5
PB  - mathdoc
UR  - http://geodesic.mathdoc.fr/item/MM_2009_21_5_a1/
LA  - ru
ID  - MM_2009_21_5_a1
ER  - 
%0 Journal Article
%A A. A. Ezhov
%A A. S. Cherepnev
%T The uplearning of the Hopfield neural network: the search for a~global minimum of a~functional and the model of rapid eye movement
%J Matematičeskoe modelirovanie
%D 2009
%P 10-20
%V 21
%N 5
%I mathdoc
%U http://geodesic.mathdoc.fr/item/MM_2009_21_5_a1/
%G ru
%F MM_2009_21_5_a1
A. A. Ezhov; A. S. Cherepnev. The uplearning of the Hopfield neural network: the search for a~global minimum of a~functional and the model of rapid eye movement. Matematičeskoe modelirovanie, Tome 21 (2009) no. 5, pp. 10-20. http://geodesic.mathdoc.fr/item/MM_2009_21_5_a1/