Parallel Implementation of an Artificial Neural Network Integrated Feature and Architecture Selection Algorithm - Brossura

Rizzo, Craig W.

 
9781288306817: Parallel Implementation of an Artificial Neural Network Integrated Feature and Architecture Selection Algorithm
Brossura
ISBN 10: 1288306814 ISBN 13: 9781288306817
Casa editrice: LIGHTNING SOURCE INC, 2012

Sinossi

The selection of salient features and an appropriate hidden layer architecture contributes significantly to the performance of a neural network. A number of metrics and methodologies exist for estimating these parameters. This research builds on recent efforts to integrate feature and architecture selection for the multi-layer perceptron. In the first stage of work a current algorithm is developed in a parallel environment, significantly improving its efficiency and utility. In the second stage, improvements to the algorithm are proposed. With regards to feature selection, a common random number (CRN) addition is presented. Two new methods of architecture selection are examined, including an information criterion and a signal-to-noise based procedure. These methodologies are shown to improve algorithm performance.

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Editore
LIGHTNING SOURCE INC
Data di pubblicazione
2012
Lingua
Inglese
ISBN 10 
1288306814
ISBN 13 
9781288306817
Rilegatura
Copertina flessibile
Numero di pagine
80
Contatto del produttore
non disponibile
Persona responsabile
non disponibile