Application of the Intuitionistic Fuzzy InterCriteria Analysis Method with Triples to a Neural Network Preprocessing Procedure

The approach of InterCriteria Analysis (ICA) was applied for the aim of reducing the set of variables on the input of a neural network, taking into account the fact that their large number increases the number of neurons in the network, thus making them unusable for hardware implementation. Here, fo...

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Detalles Bibliográficos
Autores principales: Sotirov, Sotir, Atanassova, Vassia, Sotirova, Evdokia, Doukovska, Lyubka, Bureva, Veselina, Mavrov, Deyan, Tomov, Jivko
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2017
Materias:
Research Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5569934/
https://www.ncbi.nlm.nih.gov/pubmed/28874908
http://dx.doi.org/10.1155/2017/2157852
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author Sotirov, Sotir
Atanassova, Vassia
Sotirova, Evdokia
Doukovska, Lyubka
Bureva, Veselina
Mavrov, Deyan
Tomov, Jivko
author_facet Sotirov, Sotir
Atanassova, Vassia
Sotirova, Evdokia
Doukovska, Lyubka
Bureva, Veselina
Mavrov, Deyan
Tomov, Jivko
author_sort Sotirov, Sotir
collection PubMed
description The approach of InterCriteria Analysis (ICA) was applied for the aim of reducing the set of variables on the input of a neural network, taking into account the fact that their large number increases the number of neurons in the network, thus making them unusable for hardware implementation. Here, for the first time, with the help of the ICA method, correlations between triples of the input parameters for training of the neural networks were obtained. In this case, we use the approach of ICA for data preprocessing, which may yield reduction of the total time for training the neural networks, hence, the time for the network's processing of data and images.
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spelling pubmed-55699342017-09-05 Application of the Intuitionistic Fuzzy InterCriteria Analysis Method with Triples to a Neural Network Preprocessing Procedure Sotirov, Sotir Atanassova, Vassia Sotirova, Evdokia Doukovska, Lyubka Bureva, Veselina Mavrov, Deyan Tomov, Jivko Comput Intell Neurosci Research Article The approach of InterCriteria Analysis (ICA) was applied for the aim of reducing the set of variables on the input of a neural network, taking into account the fact that their large number increases the number of neurons in the network, thus making them unusable for hardware implementation. Here, for the first time, with the help of the ICA method, correlations between triples of the input parameters for training of the neural networks were obtained. In this case, we use the approach of ICA for data preprocessing, which may yield reduction of the total time for training the neural networks, hence, the time for the network's processing of data and images. Hindawi 2017 2017-08-10 /pmc/articles/PMC5569934/ /pubmed/28874908 http://dx.doi.org/10.1155/2017/2157852 Text en Copyright © 2017 Sotir Sotirov et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Sotirov, Sotir
Atanassova, Vassia
Sotirova, Evdokia
Doukovska, Lyubka
Bureva, Veselina
Mavrov, Deyan
Tomov, Jivko
Application of the Intuitionistic Fuzzy InterCriteria Analysis Method with Triples to a Neural Network Preprocessing Procedure
title Application of the Intuitionistic Fuzzy InterCriteria Analysis Method with Triples to a Neural Network Preprocessing Procedure
title_full Application of the Intuitionistic Fuzzy InterCriteria Analysis Method with Triples to a Neural Network Preprocessing Procedure
title_fullStr Application of the Intuitionistic Fuzzy InterCriteria Analysis Method with Triples to a Neural Network Preprocessing Procedure
title_full_unstemmed Application of the Intuitionistic Fuzzy InterCriteria Analysis Method with Triples to a Neural Network Preprocessing Procedure
title_short Application of the Intuitionistic Fuzzy InterCriteria Analysis Method with Triples to a Neural Network Preprocessing Procedure
title_sort application of the intuitionistic fuzzy intercriteria analysis method with triples to a neural network preprocessing procedure
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5569934/
https://www.ncbi.nlm.nih.gov/pubmed/28874908
http://dx.doi.org/10.1155/2017/2157852
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