Информационная система "Конференции"



Computational and Informational Technologies in Science, Engineering and Education (CTMM-2008)

Almaty, Kazakhstan, September 10 — September 14, 2008

Abstracts


Constructive algorithm of multulayer perceptron synthesis

Tsaregorodtsev V.

Polytechnical Institute of Siberian Federal University (Krasnoyarsk)

Scheme of establishing of optimal structure of supervized-trained multilayer perceptron is proposed basing on computation and minimization of Bartlett’ or NIC generalization estimators during explorational search in the space of elementary structure-modifying operations, the best of which is then applied at the current epoch. Number of structure-modifying operations is extended comparing with well-known constructive algorithms. Experiments are conducted for four real-world supervised classification tasks.

Note. Abstracts are published in author's edition



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