Stability of neural networks and solitons of field theory

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The layers of a feed-forward neural network are interpreted as a cascade of field theories. The stability of the neural network is interpreted as the topological stability of kink solutions. An explicit example is shown for a three-class problem with their field theoretical Lagrangian equations. [S1063-651X(99)10112-0].
Publisher
AMERICAN PHYSICAL SOC
Issue Date
1999
Language
English
Article Type
Article
Citation

PHYSICAL REVIEW E, v.60, no.6, pp.7608 - 7611

ISSN
1063-651X
DOI
10.1103/PhysRevE.60.7608
URI
http://hdl.handle.net/10203/73232
Appears in Collection
PH-Journal Papers(저널논문)
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