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Parameter Estimation of Sigmoid Superpositions: Dynamical System Approach.

Authors :
Tyukin, Ivan
van Leeuwen, Cees
Prokhorov, Danil
Source :
Neural Computation. Oct2003, Vol. 15 Issue 10, p2419. 37p.
Publication Year :
2003

Abstract

Superposition of sigmoid function over a finite time interval is shown to be equivalent to the linear combination of the solutions of a linearly parameterized system of logistic differential equations. Due to the linearity with respect to the parameters of the system, it is possible to design an effective procedure for parameter adjustment. Stability properties of this procedure are analyzed. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08997667
Volume :
15
Issue :
10
Database :
Academic Search Index
Journal :
Neural Computation
Publication Type :
Academic Journal
Accession number :
10921216
Full Text :
https://doi.org/10.1162/089976603322362428