Repozytorium Uniwersytetu Zielonogórskiego udostępnia 9 313 obiektów cyfrowych
Obiekt
Tytuł: A complete gradient clustering algorithm formed with kernel estimators
Contributor:
Korbicz, Józef (1951- ) - red. ; Uciński, Dariusz - red.
Group publication title:
Abstract:
The aim of this paper is to provide a gradient clustering algorithm in its complete form, suitable for direct use without requiring a deeper statistical knowledge. The values of all parameters are effectively calculated using optimizing procedures. Moreover, an illustrative analysis of the meaning of particular parameters is shown, followed by the effects resulting from possible modifications with respect to their primarily assigned optimal values. ; The proposed algorithm does not demandstrict assumptions regarding the desired number of clusters, which allows the obtained number to be better suited to a realdata structure. Moreover, a feature specific to it is the possibility to influence the proportion between the number of clustersin areas where data elements are dense as opposed to their sparse regions. Finally, the algorithm - by the detection of oneelement clusters - allows identifying atypical elements, which enables their elimination or possible designation to biggerclusters, thus increasing the homogeneity of the data set.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, Volume 20, Number 1 (2010) ; kliknij tutaj, żeby przejść
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Kolekcje, do których przypisany jest obiekt:
- 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) (2010)
Data ostatniej modyfikacji:
Jul 14, 2025
Data dodania obiektu:
Aug 10, 2018
Liczba wyświetleń treści obiektu:
248
Wszystkie dostępne wersje tego obiektu:
https://zbc.uz.zgora.pl/repozytorium/publication/54932
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 20, number 1 (2010)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 20, number 2 (2010)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 20, number 3 (2010)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 20, number 4 (2010)
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| Nazwa wydania | Data |
|---|---|
| A complete gradient clustering algorithm formed with kernel estimators | Jul 14, 2025 |
Obiekty Podobne
Kulczycki, Piotr Charytanowicz, Małgorzata Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Kulczycki, Piotr Franus, Krystian Charytanowicz, Małgorzata Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Łukasik, Szymon Lalik, Konrad Sarna, Piotr Kowalski, Piotr A. Charytanowicz, Małgorzata Kulczycki, Piotr Kulczycki, Piotr - ed. Kacprzyk, Janusz - ed. Kóczy, László T. - ed. Mesiar, Radko - ed.
Kłopotek, Mieczysław Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Leski, Jacek M. Kotas, Marian P. Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Suchy, Dawid Simiński, Krzysztof Kitowski, Zygmunt - ed. Piskur, Paweł - ed. Hożyń , Stanisław - ed.
Simiński, Krzysztof Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Moghrabi, Issam Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
