Integral Transforms Induced by Heaviside Perceptrons

Result code in IS VaVaI

<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F67985807%3A_____%2F20%3A00485562" target="_blank" >RIV/67985807:_____/20:00485562 - isvavai.cz</a>

Result on the web

<a href="http://dx.doi.org/10.1007/978-3-030-31041-7_36" target="_blank" >http://dx.doi.org/10.1007/978-3-030-31041-7_36</a>

DOI - Digital Object Identifier

<a href="http://dx.doi.org/10.1007/978-3-030-31041-7_36" target="_blank" >10.1007/978-3-030-31041-7_36</a>

Result language

angličtina

Original language name

Integral Transforms Induced by Heaviside Perceptrons

Original language description

We investigate an integral transform with kernel induced by perceptrons with the Heaviside activation function. Representation theorems are given expressing sufficiently smooth functions as “infinite Heaviside perceptron networks”. The representation is exploited to obtain estimates of rates of approximation of these functions by networks with increasing numbers of units.

Czech name

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Czech description

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Type

C - Chapter in a specialist book

CEP classification

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OECD FORD branch

10201 - Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

Project

Result was created during the realization of more than one project. More information in the Projects tab.

Continuities

I - Institucionalni podpora na dlouhodoby koncepcni rozvoj vyzkumne organizace

Publication year

2020

Confidentiality

S - Úplné a pravdivé údaje o projektu nepodléhají ochraně podle zvláštních právních předpisů

Book/collection name

Beyond Traditional Probabilistic Data Processing Techniques: Interval, Fuzzy, etc. Methods and Their Applications

ISBN

978-3-030-31040-0

Number of pages of the result

19

Pages from-to

631-649

Number of pages of the book

649

Publisher name

Springer

Place of publication

Cham

UT code for WoS chapter

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