Digital Library of Zielona Góra contains 65 497 digital objects
Object
Title: Random projection RBF nets for multidimensional density estimation
Współtwórca:
Korbicz, Józef (1951- ) - ed. ; Sauter, Dominique - ed.
Podtytuł:
Tytuł publikacji grupowej:
Abstract:
The dimensionality and the amount of data that need to be processed when intensive data streams are observed grow rapidly together with the development of sensors arrays, CCD and CMOS cameras and other devices. The aim of this paper is to propose an approach to dimensionality reduction as a first stage of training RBF nets. As a vehicle for presenting the ideas, the problem of estimating multivariate probability densities is chosen. ; The linear projection method is briefly surveyed. Using random projections as the first (additional) layer, we are able to reduce the dimensionality of input data. Bounds on the accuracy of RBF nets equipped with a random projection layer in comparison to RBF nets without dimensionality reduction are established. Finally, the results of simulations concerning multidimensional density estimation are briefly reported.
Wydawca:
Zielona Góra: Uniwersytet Zielonogórski
Identyfikator zasobu:
DOI:
Strony:
Źródło:
AMCS, volume 18, number 4 (2008) ; click here to follow the link
Jezyk:
Licencja CC BY 4.0:
Prawa do dysponowania publikacją:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Zielonogórska Biblioteka Cyfrowa > Repozytorium > Jednostki organizacyjne > Wydział Informatyki, Elektrotechniki i Automatyki
- Zielonogórska Biblioteka Cyfrowa > Repozytorium > Typy utworów > Artykuły
- Zielonogórska Biblioteka Cyfrowa > Repozytorium > Czasopisma naukowe i serie wydawnicze UZ > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2008)
Last modified:
Jul 14, 2025
In our library since:
Apr 8, 2024
Number of object content hits:
117
All available object's versions:
https://zbc.uz.zgora.pl/publication/88505
Show description in RDF format:
Show description in OAI-PMH format:
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 18, number 1 (2008)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 18, number 2 (2008)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 18, number 3 (2008)
-
International Journal of Applied Mathematics and Computer Science (AMCS), volume 18, number 4 (2008)
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
| Edition name | Date |
|---|---|
| Random projection RBF nets for multidimensional density estimation | Jul 14, 2025 |
Objects Similar
Skubalska-Rafajłowicz, Ewa Rutkowska, Danuta - ed. Zadeh, Lotfi A. - ed.
Veni, Krishna G. Satyanarayana, Chirala Krishareddy, Chenna M. Jurczak, Paweł - red.
Skubalska-Rafajłowicz, Ewa Kummert, Anton - ed. Rafajłowicz, Ewaryst - ed.
Ahmida, Zahir Charef, Abdelfettah Becerra, Victor M. Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Szemenyei, Marton Vajda, Ferenc Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Skubalska-Rafajłowicz, Ewa Rafajłowicz, Ewaryst (1953- ) Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
Rafajłowicz, Ewaryst (1953- ) Skubalska-Rafajłowicz, Ewa Caban, Dariusz - red.
Kulczycki, Piotr Łukasik, Szymon Korbicz, Józef (1951- ) - red. Kowal, Marek - red.
