Digital Library of Zielona Góra contains 9 272 digital objects
Object
Title: GrNFS: A granular neuro-fuzzy system for regression in large volume data
Contributor:
Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.
Group publication title:
Abstract:
Neuro-fuzzy systems have proved their ability to elaborate intelligible nonlinear models for presented data. However, their bottleneck is the volume of data. They have to read all data in order to produce a model. We apply the granular approach and propose a granular neuro-fuzzy system for large volume data. In our method the data are read by parts and granulated. In the next stage the fuzzy model is produced not on data but on granules. ; In the paper we introduce a novel type of granules: a fuzzy rule. In our system granules are represented by both regular data items and fuzzy rules. Fuzzy rules are a kind of data summaries. The experiments show that the proposed granular neuro-fuzzy system can produce intelligible models even for large volume datasets. The system outperforms the sampling techniques for large volume datasets.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, volume 31, number 3 (2021) ; click here to follow the link
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Repository > Types of work > Articles
- Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2021)
Last modified:
Jul 21, 2025
In our library since:
Jul 21, 2025
Number of object content hits:
11
All available object's versions:
https://zbc.uz.zgora.pl/repozytorium/publication/101380
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 31, number 1 (2021)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 31, number 2 (2021)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 31, number 3 (2021)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 31, number 4 (2021)
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| Edition name | Date |
|---|---|
| GrNFS: A granular neuro-fuzzy system for regression in large volume data | Jul 21, 2025 |
Objects Similar
Simiński, Krzysztof Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Suchy, Dawid Simiński, Krzysztof Kitowski, Zygmunt - ed. Piskur, Paweł - ed. Hożyń , Stanisław - ed.
Gierlak, Piotr Muszyńska, Magdalena Żylski, Wiesław (1938-2018) Jurczak, Paweł - red.
Łęski, Jacek M. Henzel, Norbert Rutkowska, Danuta - ed. Zadeh, Lotfi A. - ed.
Czabański, Robert Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Czabański, Robert Beliczyński, Bartłomiej - red.
Rutkowska, Danuta Nowicki, Robert K. Rutkowska, Danuta - ed. Zadeh, Lotfi A. - ed.
Patton, Ron J. Lopez-Toribio, Carlos J. Uppal, Faisel J. Korbicz, Józef (1951- ) - red. Patton, Ronald J. - red.
