Richards’s curve induced Banach space valued ordinary and fractional neural network approximation

Here we perform the univariate quantitative approximation, ordinary and fractional, of Banach space valued continuous functions on a compact interval or all the real line by quasi-interpolation Banach space valued neural network operators. These approximations are derived by establishing Jackson type inequalities involving the modulus of continuity of the engaged function or its Banach space valued high order derivative or fractional deriva- tives. Our operators are defined by using a density function generated by the Richards curve, which is generalized logistic function. The approximations are pointwise and of the uniform norm. The related Banach space valued feed-forward neural networks are with one hidden layer.

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Eser Adı
(dc.title)
Richards’s curve induced Banach space valued ordinary and fractional neural network approximation
Yazar
(dc.contributor.author)
Seda Karateke
Yayın Yılı
(dc.date.issued)
2022
Tür
(dc.type)
Makale
Özet
(dc.description.abstract)
Here we perform the univariate quantitative approximation, ordinary and fractional, of Banach space valued continuous functions on a compact interval or all the real line by quasi-interpolation Banach space valued neural network operators. These approximations are derived by establishing Jackson type inequalities involving the modulus of continuity of the engaged function or its Banach space valued high order derivative or fractional deriva- tives. Our operators are defined by using a density function generated by the Richards curve, which is generalized logistic function. The approximations are pointwise and of the uniform norm. The related Banach space valued feed-forward neural networks are with one hidden layer.
Açık Erişim Tarihi
(dc.date.available)
2022-01-09
Yayıncı
(dc.publisher)
Springer Link
Dil
(dc.language.iso)
En
Konu Başlıkları
(dc.subject)
Richards curve function · Banach space valued neural network approximation · Banach space valued quasi-interpolation operator · Modulus of continuity · Banach space valued Caputo fractional derivative · Banach space valued fractional approximation
Tek Biçim Adres
(dc.identifier.uri)
https://hdl.handle.net/20.500.14081/1623
ISSN
(dc.identifier.issn)
1578-7303
Dergi
(dc.relation.journal)
Revista De La Real Academia De Ciencias Exactas Fisicas Y Naturales Serie A-Matematicas
Dergi Sayısı
(dc.identifier.issue)
1
Esere Katkı Sağlayan
(dc.contributor.other)
Anastassiou, George A.
Esere Katkı Sağlayan
(dc.contributor.other)
Karateke, Seda
DOI
(dc.identifier.doi)
https://doi.org/10.1007/s13398-022-01343-0
Orcid
(dc.identifier.orcid)
0000-0003-1219-0115
Dergi Cilt
(dc.identifier.volume)
117
wosquality
(dc.identifier.wosquality)
Q1
wosauthorid
(dc.contributor.wosauthorid)
IVX-3466-2023
Department
(dc.contributor.department)
Bilgisayar Mühendisliği
Wos No
(dc.identifier.wos)
WOS:000879033300001
Veritabanları
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Wos
Veritabanları
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Scopus
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PubMed
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