Pseudo Neural Networks via Analytic Programming with Direct Coding of Constant Estimation
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F70883521%3A28140%2F18%3A63520634" target="_blank" >RIV/70883521:28140/18:63520634 - isvavai.cz</a>
Result on the web
<a href="http://www.scs-europe.net/dlib/2018/ecms2018acceptedpapers/0143_is_ecms2018_0861.pdf" target="_blank" >http://www.scs-europe.net/dlib/2018/ecms2018acceptedpapers/0143_is_ecms2018_0861.pdf</a>
DOI - Digital Object Identifier
<a href="http://dx.doi.org/10.7148/2018-0143" target="_blank" >10.7148/2018-0143</a>
Alternative languages
Result language
angličtina
Original language name
Pseudo Neural Networks via Analytic Programming with Direct Coding of Constant Estimation
Original language description
This research deals with a novel approach to classification – pseudo neural networks (PNN). This technique was inspired in classical artificial neural networks (ANN), where a relation between inputs and outputs is based on the mathematical transfer functions and optimised numerical weights. Compared to ANN, the whole structure in PNN, i.e. the relation between inputs and output(s), is fully synthesised by evolutionary symbolic regression tool – analytic programming. Compared to previous synthesised models, the PNN in this paper were synthesised via a new approach to constant estimation inside the analytic programming – direct coding. Iris data was used for the experiments and PNN were used for the synthesis of a complex classifier for more classes. For experimentation, Differential Evolution (de/rand/1/bin) for optimisation in analytic programming (AP) was used.
Czech name
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Czech description
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Classification
Type
D - Article in proceedings
CEP classification
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OECD FORD branch
10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
Result continuities
Project
Result was created during the realization of more than one project. More information in the Projects tab.
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)<br>S - Specificky vyzkum na vysokych skolach<br>I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace
Others
Publication year
2018
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Proceedings - 32nd European Conference on Modelling and Simulation, ECMS 2018
ISBN
978-0-9932440-6-3
ISSN
2522-2414
e-ISSN
neuvedeno
Number of pages
7
Pages from-to
143-149
Publisher name
European Council for Modelling and Simulation
Place of publication
Madrid
Event location
Wilhelmshaven
Event date
May 22, 2018
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
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