Hybrid neural network for classification problem solving
Abstract: In this article we investigate some approaches to the artificial neural networks training with use of hybrid algorithms. Algorithms which are based on the back propagation algorithm and the ant colony algorithm are considered in detail. The article describes the application of the artificial neural network with the authors’ hybrid training algorithm. The preliminary studies have shown that the algorithm improves the efficiency of the problems on standard test databases. The application of the algorithm for practical problems solution in the field of medicine, namely the definition of danger level determination of tuberculosis carriers is described. It was shown that the accuracy of the hybrid algorithm is up to 22% higher than of the classical one.
- Standort
-
Deutsche Nationalbibliothek Frankfurt am Main
- Umfang
-
Online-Ressource
- Sprache
-
Englisch
- Erschienen in
-
Hybrid neural network for classification problem solving ; volume:4 ; number:2 ; year:2014 ; pages:86-94 ; extent:9
Open computer science ; 4, Heft 2 (2014), 86-94 (gesamt 9)
- Urheber
-
Kotliarov, Eugene
Petrushina, Tatyana
- DOI
-
10.2478/s13537-014-0206-5
- URN
-
urn:nbn:de:101:1-2410301457526.485640019897
- Rechteinformation
-
Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
- Letzte Aktualisierung
-
15.08.2025, 07:35 MESZ
Datenpartner
Dieses Objekt wird bereitgestellt von:
Deutsche Nationalbibliothek. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Deutsche Nationalbibliothek. Bei Fragen zum Objekt wenden Sie sich bitte an den Datenpartner.
Beteiligte
- Kotliarov, Eugene
- Petrushina, Tatyana
Ähnliche Objekte (12)
Deep Q-learning with hybrid quantum neural network on solving maze problems
A hybrid biological neural network model for solving problems in cognitive planning
Multimodal hybrid convolutional neural network based brain tumor grade classification
Domain randomization for neural network classification
A hybrid local-global neural network for visual classification using raw EEG signals
A neural network-based PDE solving algorithm with high precision
Novel neural network application for bacterial colony classification
Translation-invariant optical neural network for image classification
Utilizing artificial neural network approach for solving two-dimensional integral equations
Transfer learning for deep neural network-based partial differential equations solving
SOLVING THE TRAVELLING SALESMAN PROBLEM WITH A HOPFIELD-TYPE NEURAL NETWORK
Error estimation using neural network technique for solving ordinary differential equations
Deep Q-learning with hybrid quantum neural network on solving maze problems
A hybrid biological neural network model for solving problems in cognitive planning
Multimodal hybrid convolutional neural network based brain tumor grade classification
Domain randomization for neural network classification
A hybrid local-global neural network for visual classification using raw EEG signals
A neural network-based PDE solving algorithm with high precision
Novel neural network application for bacterial colony classification
Translation-invariant optical neural network for image classification
Utilizing artificial neural network approach for solving two-dimensional integral equations
Transfer learning for deep neural network-based partial differential equations solving
SOLVING THE TRAVELLING SALESMAN PROBLEM WITH A HOPFIELD-TYPE NEURAL NETWORK
Error estimation using neural network technique for solving ordinary differential equations
Deep Q-learning with hybrid quantum neural network on solving maze problems
A hybrid biological neural network model for solving problems in cognitive planning
Multimodal hybrid convolutional neural network based brain tumor grade classification
Domain randomization for neural network classification
A hybrid local-global neural network for visual classification using raw EEG signals
A neural network-based PDE solving algorithm with high precision
Novel neural network application for bacterial colony classification
Translation-invariant optical neural network for image classification
Utilizing artificial neural network approach for solving two-dimensional integral equations
Transfer learning for deep neural network-based partial differential equations solving
SOLVING THE TRAVELLING SALESMAN PROBLEM WITH A HOPFIELD-TYPE NEURAL NETWORK