Testing Error Estimates for Regularization and Radial Function Networks
Result description
Radial basis function networks (RBF) can be seen as a special case of regularization networks with a selection of learning algorithms. We study a relationship between RN and RBF, and experimentally evaluate their approximation and generalization ability.
Keywords
The result's identifiers
Result code in IS VaVaI
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Testing Error Estimates for Regularization and Radial Function Networks
Original language description
Radial basis function networks (RBF) can be seen as a special case of regularization networks with a selection of learning algorithms. We study a relationship between RN and RBF, and experimentally evaluate their approximation and generalization ability.
Czech name
Testování odhadů chyb pro regularizační a RBF sítě
Czech description
RBF sítě lze chápat jako speciální případ regularizačních sítí s většími možnostmi učících algoritmů. Studujeme vztah regularizačních a RBF sítí a experimentálně ověřujeme jejich aproximační a generalizační vlastnosti.
Classification
Type
D - Article in proceedings
CEP classification
IN - Informatics
OECD FORD branch
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Result continuities
Project
KJB100300804: Neural Networks Learning Algorithms Based on Regularization Theory
Continuities
P - Projekt vyzkumu a vyvoje financovany z verejnych zdroju (s odkazem do CEP)
Z - Vyzkumny zamer (s odkazem do CEZ)
Others
Publication year
2008
Confidentiality
S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů
Data specific for result type
Article name in the collection
Advances in Neural Networks - ISNN 2008
ISBN
978-3-540-87731-8
ISSN
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e-ISSN
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Number of pages
6
Pages from-to
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Publisher name
Springer
Place of publication
Berlin
Event location
Beijing
Event date
Sep 24, 2008
Type of event by nationality
WRD - Celosvětová akce
UT code for WoS article
000260660500061
Basic information
Result type
D - Article in proceedings
CEP
IN - Informatics
Year of implementation
2008